{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## KDJ on Bitcoin\n",
    "\n",
    "\n",
    "## 策略逻辑：\n",
    "金叉：K线上穿D线买入\n",
    "\n",
    "死叉：K线下穿D线卖出"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import talib as ta\n",
    "import quandl\n",
    "\n",
    "\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn\n",
    "plt.style.use('seaborn')\n",
    "import matplotlib as mpl\n",
    "\n",
    "import warnings; warnings.simplefilter('ignore')     #忽略警告信息；"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "quandl.ApiConfig.api_key='***'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Mid</th>\n",
       "      <th>Last</th>\n",
       "      <th>Bid</th>\n",
       "      <th>Ask</th>\n",
       "      <th>Volume</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2020-01-01</th>\n",
       "      <td>7285.1</td>\n",
       "      <td>7185.4</td>\n",
       "      <td>7213.05</td>\n",
       "      <td>7213.1</td>\n",
       "      <td>7213.0</td>\n",
       "      <td>7213.1</td>\n",
       "      <td>2045.343527</td>\n",
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       "    <tr>\n",
       "      <th>2020-01-02</th>\n",
       "      <td>7225.8</td>\n",
       "      <td>6963.0</td>\n",
       "      <td>6989.45</td>\n",
       "      <td>6989.5</td>\n",
       "      <td>6989.4</td>\n",
       "      <td>6989.5</td>\n",
       "      <td>4848.085330</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-01-03</th>\n",
       "      <td>7444.9</td>\n",
       "      <td>6909.3</td>\n",
       "      <td>7356.95</td>\n",
       "      <td>7356.9</td>\n",
       "      <td>7356.9</td>\n",
       "      <td>7357.0</td>\n",
       "      <td>6653.414357</td>\n",
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       "    <tr>\n",
       "      <th>2020-01-04</th>\n",
       "      <td>7422.0</td>\n",
       "      <td>7297.3</td>\n",
       "      <td>7373.05</td>\n",
       "      <td>7373.0</td>\n",
       "      <td>7373.0</td>\n",
       "      <td>7373.1</td>\n",
       "      <td>4264.090728</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-01-05</th>\n",
       "      <td>7509.9</td>\n",
       "      <td>7315.8</td>\n",
       "      <td>7346.65</td>\n",
       "      <td>7344.9</td>\n",
       "      <td>7346.6</td>\n",
       "      <td>7346.7</td>\n",
       "      <td>4415.509410</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              High     Low      Mid    Last     Bid     Ask       Volume\n",
       "Date                                                                    \n",
       "2020-01-01  7285.1  7185.4  7213.05  7213.1  7213.0  7213.1  2045.343527\n",
       "2020-01-02  7225.8  6963.0  6989.45  6989.5  6989.4  6989.5  4848.085330\n",
       "2020-01-03  7444.9  6909.3  7356.95  7356.9  7356.9  7357.0  6653.414357\n",
       "2020-01-04  7422.0  7297.3  7373.05  7373.0  7373.0  7373.1  4264.090728\n",
       "2020-01-05  7509.9  7315.8  7346.65  7344.9  7346.6  7346.7  4415.509410"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "btc= quandl.get('BITFINEX/BTCUSD', start_date = '2020-01-01', end_date = '2020-08-20')\n",
    "btc.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "btc['K'], btc['D'] = ta.STOCH(btc['High'].values, btc['Low'].values, btc['Last'].values,\n",
    "                        fastk_period=5,\n",
    "                        slowk_period=3,\n",
    "                        slowk_matype=0,\n",
    "                        slowd_period=3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
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       "    <tr>\n",
       "      <th>2020-01-01</th>\n",
       "      <td>7285.1</td>\n",
       "      <td>7185.4</td>\n",
       "      <td>7213.05</td>\n",
       "      <td>7213.100000</td>\n",
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       "      <td>6989.45</td>\n",
       "      <td>6989.500000</td>\n",
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       "      <th>2020-01-03</th>\n",
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       "      <td>7356.95</td>\n",
       "      <td>7356.900000</td>\n",
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       "      <th>2020-01-04</th>\n",
       "      <td>7422.0</td>\n",
       "      <td>7297.3</td>\n",
       "      <td>7373.05</td>\n",
       "      <td>7373.000000</td>\n",
       "      <td>7373.0</td>\n",
       "      <td>7373.1</td>\n",
       "      <td>4264.090728</td>\n",
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       "      <th>2020-01-05</th>\n",
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       "      <td>7315.8</td>\n",
       "      <td>7346.65</td>\n",
       "      <td>7344.900000</td>\n",
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       "      <th>2020-01-06</th>\n",
       "      <td>7785.0</td>\n",
       "      <td>7358.0</td>\n",
       "      <td>7769.75</td>\n",
       "      <td>7768.700000</td>\n",
       "      <td>7768.7</td>\n",
       "      <td>7770.8</td>\n",
       "      <td>8425.221106</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>2020-01-07</th>\n",
       "      <td>8210.3</td>\n",
       "      <td>7741.9</td>\n",
       "      <td>8173.75</td>\n",
       "      <td>8173.600000</td>\n",
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       "      <td>8173.9</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <th>2020-01-08</th>\n",
       "      <td>8442.0</td>\n",
       "      <td>7877.6</td>\n",
       "      <td>8052.95</td>\n",
       "      <td>8052.935102</td>\n",
       "      <td>8052.9</td>\n",
       "      <td>8053.0</td>\n",
       "      <td>11730.094530</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>2020-01-09</th>\n",
       "      <td>8036.8</td>\n",
       "      <td>7756.0</td>\n",
       "      <td>7819.55</td>\n",
       "      <td>7819.100000</td>\n",
       "      <td>7819.5</td>\n",
       "      <td>7819.6</td>\n",
       "      <td>4647.509033</td>\n",
       "      <td>69.293610</td>\n",
       "      <td>81.895042</td>\n",
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       "    <tr>\n",
       "      <th>2020-01-10</th>\n",
       "      <td>8135.1</td>\n",
       "      <td>7675.8</td>\n",
       "      <td>8117.95</td>\n",
       "      <td>8118.000000</td>\n",
       "      <td>8117.9</td>\n",
       "      <td>8118.0</td>\n",
       "      <td>7570.476125</td>\n",
       "      <td>60.270812</td>\n",
       "      <td>72.224735</td>\n",
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       "              High     Low      Mid         Last     Bid     Ask  \\\n",
       "Date                                                               \n",
       "2020-01-01  7285.1  7185.4  7213.05  7213.100000  7213.0  7213.1   \n",
       "2020-01-02  7225.8  6963.0  6989.45  6989.500000  6989.4  6989.5   \n",
       "2020-01-03  7444.9  6909.3  7356.95  7356.900000  7356.9  7357.0   \n",
       "2020-01-04  7422.0  7297.3  7373.05  7373.000000  7373.0  7373.1   \n",
       "2020-01-05  7509.9  7315.8  7346.65  7344.900000  7346.6  7346.7   \n",
       "2020-01-06  7785.0  7358.0  7769.75  7768.700000  7768.7  7770.8   \n",
       "2020-01-07  8210.3  7741.9  8173.75  8173.600000  8173.6  8173.9   \n",
       "2020-01-08  8442.0  7877.6  8052.95  8052.935102  8052.9  8053.0   \n",
       "2020-01-09  8036.8  7756.0  7819.55  7819.100000  7819.5  7819.6   \n",
       "2020-01-10  8135.1  7675.8  8117.95  8118.000000  8117.9  8118.0   \n",
       "\n",
       "                  Volume          K          D  \n",
       "Date                                            \n",
       "2020-01-01   2045.343527        NaN        NaN  \n",
       "2020-01-02   4848.085330        NaN        NaN  \n",
       "2020-01-03   6653.414357        NaN        NaN  \n",
       "2020-01-04   4264.090728        NaN        NaN  \n",
       "2020-01-05   4415.509410        NaN        NaN  \n",
       "2020-01-06   8425.221106        NaN        NaN  \n",
       "2020-01-07  12283.011960        NaN        NaN  \n",
       "2020-01-08  11730.094530        NaN        NaN  \n",
       "2020-01-09   4647.509033  69.293610  81.895042  \n",
       "2020-01-10   7570.476125  60.270812  72.224735  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "btc.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "btc = btc.loc[:, ['Last', 'K', 'D']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
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       "      <th>2020-08-16</th>\n",
       "      <td>11905.000000</td>\n",
       "      <td>80.367440</td>\n",
       "      <td>69.024632</td>\n",
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       "    <tr>\n",
       "      <th>2020-08-17</th>\n",
       "      <td>12389.000000</td>\n",
       "      <td>88.084830</td>\n",
       "      <td>80.689118</td>\n",
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       "    <tr>\n",
       "      <th>2020-08-18</th>\n",
       "      <td>12058.963936</td>\n",
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       "      <th>2020-08-19</th>\n",
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       "      <th>2020-08-20</th>\n",
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       "                    Last          K          D\n",
       "Date                                          \n",
       "2020-08-16  11905.000000  80.367440  69.024632\n",
       "2020-08-17  12389.000000  88.084830  80.689118\n",
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    "btc.tail()"
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   "outputs": [
    {
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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "btc[['K', 'D']].plot(figsize = (12,8), grid = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "btc['return'] = btc['Last']/btc['Last'].shift(1) - 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "btc['cum_return'] = (btc['return']+1).cumprod()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x12c992b6198>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "btc['cum_return'].plot(figsize = (12,8), grid = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "btc['yes_K'] = btc['K'].shift(1)\n",
    "btc['yes_D'] = btc['D'].shift(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "btc['position'] = np.where((btc['yes_K']<btc['yes_D']) & (btc['K']>btc['D']), 1, np.nan)\n",
    "btc['position'] = np.where((btc['yes_K']>btc['yes_D']) & (btc['K']<btc['D']), 0, btc['position'])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "btc['position'] = btc['position'].ffill().fillna(0) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x12c99734d30>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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d3eeqbWURaZspYz+jBTM3EYTatUj0Sbg+6euL9xUyv+fQy1j7pu0Y29V6/z2FYbwlxojBQqlTTBA8Nsa0dZfqk7aVKI+V1TXoeqZpt09PhOZeqfltw6cXQ/0wthUZ1+l3gcyTYSwlawsD6r+hTXpJGzGg9/b2nhGRd/R//7T17z8vIj+/iTbkYjV0SHokpybFHGiJ9omUb6PZKSMGTWfgYoZBCx7anD673o7RoAn/3vE3jO9xRVp3prz7XltSEdpGlEY+e/AxBwtgcfL1iYjecBvmY6RMaoFbgYukXTbaptU4B4fnnJdij7GwzPRYNWCNqBAWTQPxd1G0gXGo7W9k/jTNKNeHQafMoJax9vl1SkhnpDAaI1j50JhMIdSX3rrp36D77b56UmODkYOuZ2hSgUndrUdPBJqFGLAsFrL+HoZ+cMqa34dsniAdCc7jTrZ+TKAbbrtNGtSLVEAgniMD7W48B6zh1FOWi7XR1BMzRgavN1SfXrG2q3VvJ2LktRPFlucBdo2fQWmCruEFYURN5QslpwSQaIbPA90922R5cWK/c9E00fEzLE6JOrqySJu6z6ZphnateXQkvdFFxqrBqlB/NwudZziEsV3Tf9f2N+LAWCwwD/Qcjg2ofYmohDraNLNOQcaY1hjR/vb1elrw3WOCED26aMb5zGDQE4sm2a7h3Zc0oD26aVi3nAmE6tmubFp2C/yekO5kgHigS9hA1YAGwYTGmZBGKSAGrI3iHmgo1INPjFWGYl0FPNwpj+TEAFL2YWhBYDZgIhnh1sEjuTkgYynsgdYZbsj7XDTx94coc2Yu2zqiBIWD8kBndvhCGY4OIeQ56zzQmvrM8/H3ltrE2Z8lMbYvXCbUr9p2sTplmKeUFGyM5eqrfA80+u65dqUiCjrdldYTbtnSFA5XppmT7twcxliU5maeLaOvcqh9BqXtkRCqAQ2C4bCWGAAs2FCP1sMalm/qDZdZEEosZ7FrW/9GIsW/9Ck2tg9D7dZSOOZeVEsAWZx8vHQRveGGL3Axo76sYTByRZtBsYbGQTxSo/N65yDFH2YxLrzrcnJ5oyGgnPc5/BqI/g1xO83/a3UN7jSZPofL6Z8HjKhSDgcWKVqg1gMd+8163dXXDThqkE0+C5/Bm1q34jS3sh7oZiib44E2bQuXYTdVPlQDGsTIA8PKa7l+Wqj5cCfggUa4TYZ7peXHavi2tmLTLgiDR8XlOQ6KiPQWaT3QG3RBI/26WoX6RMsjnMr2tyvFy0bG7LRsDLaOCHnlMW4lLhPhcSNIeW9ZrNpWGvF5oHWGuhkj0dCvpOZ3GW+nv+6+DcCCHeJAx/jbfpk6pwl9roMworR1l/FAA2tPYQ+0hqdr1516b3MdIhSZzvfRA+1ftyB9Ba3rj44HmuFuB+tQP/kFBg2HdbMUDs5AK83THnaWMa7UApepPZlunvW9h1SfjHyvsa1aTp9rEyI7YhvmNfLyuXFaAshY6qICnj5ZaKMMmCc3zoE25eJ1iJDG7KIJjnVGJjNPcj1Uixk80L4xqPXaQTSCBHdyPFdBi08C6YcgL15pRLL8WEb/2sDOCpiyurpLeKCh8zekBzq1nmnXp65NTXKuz+GB9p2xCPUD9B4I7z42T6ZlNUDeWwkbqBrQIJCQjg0tP0oLrQe6dBq76M6y/4S8eU69XFv87Uh5v+xdq5biMp70L+OB5hck8zz3XA6QsdSKn8LRiM5wG39n3OsUN+oR74qOThHyIpf2erPpEWMyS3Og/ZSdPM47kqosVP94rmI+D7TGC6o977FpWljJQ3pu3bl9EtqgG8yVxk6XUWZ8PjXX5/FAm3aMMkP9wGTNQF6FTXML15dv2KL9J1I90BsBq6xKH8pJ4ZHxQBczRvTeohAfLmUk+BRb+UOEWD16+WU8kgyQvJ2hBa5pRHmSHVOQaH/H6rDlIW2yQ7OacaDNPZ2D0hv+WNpCFW9U8IU8tCCW8nbG6kYcCMFDhOQ8QDaRNkxOca1TAHr3XNVFPdCl5rFdLmroSb4HOn2IUJLtYOFb+1Me6FL8cuxA6rSsBsyGtnqgNwA2XKbldmrB8+Gmz5WTX0amNjdq90zEAx3pE/sdavlRKQ40m4WD5xQKJacEhn5NcqB9zyp5hACXeJGo287bHALF2zc6Qgp5oImzArn9vVB600II5eXtokCKDROYl1ckvPCG5mYJoHmDu3a47TJ1aGVi5bU6n8poUChvPovQuRcDlqONRHS1HmjfWZugB5rsYwQ+maF+4Nb1tGxunujHBHJmjdGzIVQDGoTNj0Wg5XZqMXqAsfIlCPQ20DytIuhO1XzqvJNB/mXEy2N70ZmwlK+O0E5+bgpHqUNlDJB+DfaJlkdonk8o4ljdSB2azDHNIhzhGcYBdFYA9+jk9nfpMxuxcwiqQ4TIe0uE6UvRBWJ1a7id6jR2pl50U67mQBs56brpQ8/mM9uALst3RTntuec3Un0yx5kW37sY+yHU1rLres48RkDlZc+487Aa0CDoNHFKbqcWj04auzIhk5xbw1atn6uOcmIXjX6DUSqNXW4e6s16oNMKr3hIHwwFxpQjl8aOWByacHoqLNRPUDjMM5n9XZrC0RbubyyN3bRsqI451HILUUzimyresOU2T1oPNHZWYFqWrftRo3CgFADt+mSeT4/ZvmzBzP6+cRBet6bP+OvDDd4S8xhBaXskhGpAg9Ac0svZ2bBABrqNEoN0Kh8zaFCZ2R5oTztSvHS/YmNlT+ty/51OY8eJL8aJZWBEpTzQvjblHipLKUjkZjqITgG0yZeeShOJ4OZJGQ+0NhwdQmgOao0OpK9SXsZQqq4SyOlXfRaOzThNICNKya8uFRUIbdgMkHMa0/riBnlXZ/5mMJ2Fo8z8tuEbB6F+QDy5jC0xzJNoTvF8wxbZ0JbgWlcDGoTGwzsH1y6ETeUEDcuf1huVSXigdeHeWM7huJHXldPzsIJZOJR8xblzw5YA7IH2RgWUPEKQ4xZ7f0xOUqQfpllcpv+2XiYtkzkrUMoDXWpDHYo4LBqdzhkW8kiZlIfV9CE7pxBw+W39Y4L23g78d6y81gONnBXQpt0cuLeZfbJaxdPYDb8d5kDHrwbv6tTmNE/rCbsdpmwp+N7F2A/TsszmiUn1iRi2OWMCyRtfwgaqBjQITc7NGRwdQfB5qrvPUm1Edsoaz5o2jZ2Pq57qE3u3XfpqWjpLSmYe6o1m4QDydnYcaM+zTSaPMMEljnugAcOA4Hba7z5EAcLOCkzrg2RmuqiGuZlVy4igBzo3dy6Uj9b//eiB5uWngPRDiNupbRebGlOdas553geTI7pU1iIWbSvxPNVk+1IebZEcD7R5vkn2yTiuaDFB+N5FKBMMd7YpLRuZJ4PTIkMb2edRQihhA1UDGgQS0rGh5fppgewUbWiVaVg+EurBjcIQFQJtS4h/iVysgXDTUnW4j7HZMfTh1vRGpjSQtoYWpK5PeJlDX0XblTLqTblS4cnRu5JOY1dmngwenWTJOFIZLFgEPdBKGUxfpdPYzeCBhiIL03bktgt5J1P5eU6BuNcwT1/lUzhaMDpB1Jd4rVoPtD/S6S87iwfaQ7cJrVuldeScY8kG4kgqke2jGtAg2pbz6mm5nVqwHs5BoRSSj6b9EUF3qnkeaF87Unk7GW5aqo61RRLgZE3aqjTgTyKNHRJZiHNidR7oRtKGKNLf0dAvc6AP2IBhh2h0MnMwR0TKOwebRlrRjOv892b+eQ69PPSrgtup9cI+SgeT1fQQ4yihnpqibTvtmpPi0Neu1JzSOslsj35Kz5ea3zZ84yAVOS1l8M45lmyUvgAmhGpAgwjlNQ0h5e0sjSEfLFhem7czBCZPK3PDmjZHsMYDbfOmWM6cLVvEE7onuaqLgVdGiYfyX5YG0q9RXrpiCCIL3CLZprENwToIZT5yRa1w/Vo+8LRMZgEpdVNZ8TMRkTkoovGCmueB9xb4DaVyDnvrBhwIIW5nyHhJy2SdJro+zuF3pzA4HDLGHRJ9NV/BHuhA3vpJnY0up7n9PlPvbZ6bCNdlDps4d2xCufJlrb4QqI1wxq6K2dBWD/QG0HnQWA/05gxoNl+kNm9nCAhHnNmpatPYGW+ENwdtIm+n3wOt89aEvEwol60BeMU+sItqCSB5O0MRnJyT7Kl3meI9jnMmXAfD7bSjQCFDETsrwHh0uHkflKnMERxCsL/V3H7gvYH9PacHWsPtHHWG0jOM3k2gjDpCZwXUGyOzeSAb5akj9e4Zj3Eqr7RITgahsb2p94ZQEVj4zliE+gHxGDMpX7FzJ9M2aQDljS+g86oBDQLxeNnovJ0zNsiBETU3RSAsHwn14DLVi4ojy0Y6pG+ebazdKSU+TOEYjHNwg6OmkEgvh3suB8hYCkVwtIsQFmKNv0OEX0ht+ga5/YIt4XFQOi1Utge6/yzlnW0lTOEQyRnXkfeWoNtodQoCxtAIbaq0uoa/nElpqBekSLh15/QJSnNgdE1o/E7r07XbjlakDxFu2AMd1Fex+qZ1xFBiHiPAqHLTshpUAxoEEtKxoQ3vaEGnsSNSz0DyGQoHkhJslbeoBFNoJYy87tl8DnLopD064bQ8sBNNYxforLZtpQ0YvE2jpOkEDHK3blPWX8e0nKYOGy6NyUdPWQGpxxiPTqmIQ/FDhCt/xE49ri16TAgpuk0Jb2cIyA2gIYqJ+X8+ZaWpFzWgjTxKDPnbdHXPzXc136NyQhSkaX0N/XtFpmvUqDsD7ZghouhzDoUivlR6WmJdh8ZSkTFRxnMerEP95BcYkJCOjY0fIgS4SjbmCNna9XplMqFp8XtyUxh5zH75cQ90/w4XTXaoOZjGDk4zqJUvlJwSSIYhnXLTZxtVuiKEUpUyCrHQNGPM9s/0P3Sx0HmgNYdychfY0pSuthVvWjE9NQrYoCcoHCWMtRCYlIjrHmjTPk4mYtj65Ss90JBu1/VrCW8jRrnABLVtWofmeqBjN5ba7TBlS8EnM71uxepj9BUzT/KjEqWocsE69I9+YQEJ6dhg+FYlgHjTbBSncBAhEyaNXcmFNtUn9m6bCUv56tDs5G3kprHbLIWjb2vAEI73iTYVFBayFQkbJlhoelo23qbpu/d6oAmZmz1E2H2W1AehDVP3PVmf87wPKJ90njR23aemX9UXqbA6RX1bIOL9NzqArXsqQwPUyGR0TSiLjFtfK7o1ytYRImEdNechQrvZYz+E5CM6EtBXzjNo+1gwVLnqgd4AkAXbxqOexq7E7msqf1qvD1x6LrMj1rVDY6zZBpCe0+dfDFnDVmvQzOGxSCF9Ha0pt/6ddqMZMtDcuk3ZUB2hdo114ONgGHu9oeL7bchZgZNIY1di0bIR4qhrx3WJGxw3cYgw2r6AATsYLzPItKFNY8cYUfqbW6nHJkDfA6Nr2hYxyPuyUI3+utM6ysgqp899MsPr1vQZH5jNExJJKnHFNkM9qR7oDSB1VaiLptFxO7VABrqNErsvG0zeRSYlWMmFtmlQDnQzTAxtWDWUqor1QNMpp07EA93LTqQPC25qFDxCKI1dQkFShgHQRjek7jsHgZ0VmJaNyiyUtlB7FXMIIQ+e+nAulSbT//0YHZrBAz1w2/UeaP1cJ3UKrVPN8+m6WR63aUqJjAslOcvYGQu9jl73QKd0JyUiCh8tLXTmiNORiL6aPuOvTzdObSDpXKsHeoNo2zbKAXOh5XZqob3WtdyCOa3XK1Nx5WfJk+kpDpztKc3lC4a8THj/+OtJ4UTS2CX6dfjtPk6shyeMgPFAhz2SfRui3hDGA90rbcOB9kShYu9CJVPK9HfpiFTozIjWUB/55eEyaT6p30gogZw0eyHvX1pmXy+qU5TnXrhwOFd30TR2idewaMI0MxfIGYuc92nqTuvO8vrcN9fNviLkgS7FWUbOAi2UY8lG6bS6wTr0j35hAQnp2NByO7VgQz1jGKeM/JyrbGP1abNghLxfsepsZZWdxm4t1yvnScjNQ73ZLBzdZ/IyAO+z86Wxwz3QQB1Am9zFxnfIiEuvhMvMp3CY+jbjgdYacTkh2XFzW14xmxo17QttupMyQcNxlN99ag8mYyn6tA6HDG8j4YFGxXT6JV5GT0ca24pTOCgRUfjGQfIQIeQxTssH83C5AAAgAElEQVQefg90Y2fOmChrj4RQDWgQmpsIN3mIkOfY5g/SqfxpvT5osguU9JakTk3bv0E7uUKec9ZbNCg5Sjo/DkoAzb/rTS0oeg80usClPNBzHejzLdhzeb1zk66UCJvaaAMbnNx5FfuZqbrnTGOHHbSblnWf1VMrUJ2S64Ger+65jSURLmtGp1/yNujxurE65vBAc4cIp8946xvqKKOvSjj3kA2tdtM3qUP95BcY2raN7ppcaLmdWvB8uP65Qm2kcoUSxkhJvl6qT6Z5oHUGxeA5D+R6pTc4M+eGLQHYAx2KCojCiwPmaRUJv0PmimKkH9w52DRhviviGUG6nr0ivoRMBKs2noVDxRsVbEEMbpiU+Zah9lEcbXdMiPffU0B4nlP5OjlYTl1l3YZ7m7EOIddNixj9j7UPuqhpKMv+ZktHJOpgs2shGNf+Uab9t+9wIaIjIX0FjaX8zTyVbzpj7FUDGsSqjfPvXGi5nVogHEEbJXZfNrDTtYxnbVov2w4v3zbhgZjm59R5F1JXorJ8RT0HnHsuB/iV2Z4+UfMI0+8y9Q4hbzDRD2N9Y72accBxCqcytZhDH/gvUsno72Re3njdWkMVwdAPCm6nNjuI9tzLHFzrJmMei0jWeSEkkiTS9Q3aPuSMhfqcjIx1p+4bQDjDLHzjwBY/OVwIjLHxanBCXyFX3ud4oI09MkPu8kkd6ie/wICEdGxouZ1aIAasDW3ezrD8ab0+cFwpvyGKtiOU8SHm7bR327mhZve5FZC+bNpWrXxuUS0BlHsaC+nT3jcgL3uaXwh4V5yy0TZ5PNBr4+AEPDoISqexawMePG2KqiKUneFyJko0hBjP3yBEm9NmBxnnFVZeGxrHzgqYunX6qoSxhBwqRvUMskHXn5PxcaD9ZeeIKPpkhoxpZHPC6I45x5KN0vZICNWABhFaEELQcju1GAYMWF5ruITlI4bBtGy8Prws2o5BfkJmk+GBDi0IqJfEQHvpwRwhvxTQ7Af+PNDzeaBRbna53OXmmfHZ0Kn2UhcTsEZUCCUWLRuhMyPDokXXB4TUwY3cHNmRuH51n9UZkWNOcc5pMschwtwUeVnheqcNITTCeaBzN+ixuu1Ul7E65jjT4vO82kYkS+FgdAc3lpLVBYFtaPs2ZeiDakCDCHH6QtByO7VguZBajm2OfEbJjrlRle3wTJ1U3k6bN+XjiWHy+0/Xy0TyFbWcQiRfbmkkc5nO4IHuONDxMql3yHhDmNzldhYOd/xCZwWEnyelPNAlcte3bRt0OAyLVkbu3BBSc3bk25bXyUxGl2AeaHoOTOtNQe2BpnLqcnUPm4eMPkG54IwHegVEnLWGnn1+I/XeRkOwvAc6ZDTbOgsZY5p1HXK0ZYwJLH91vs6rBjQIxONlQ8vt1GLIBwta+VqObQgrATiphAIfDuORu0Mz931ccDTnZgkPdOhvtH8aJb8OyX9ZGqm8nTEPtJ6X2SbfZeodIn3CcDtNkfGWsfVc8NBZAUW+9FyOZMk80ON78MhJcD6DdbZAXl7QmzeHTobGUuAdj9E2ncyGPPei9UCXyhxjo2ge6BRHfhG/B2BaJ7Oe8e/TtDU9ZntZJTnQHr3o4z3bZbCNYVo2QjHU6oipHFNXuEwJG60a0CCQkI6N0hSJFNhQrilW8tBQ2iOIK9nsRSXm/QopK6udQ/+RBrxd2hbDUjjUBjzJtS6BVBgy5g3QH9ZMv8vUhg3hFzKLpOtdiV6kUozCUaa/S+qr+BzUbkwRCsdYNlSH3b6SQPRv6TR2yFiykZ+De466pzI0QHUrcy6JW8+wOg3saAqaxq6kPvd5zn1rlf13OX01fcZbn5K+OJWDeKCnZTWoBjQIZMG2UfpQTgraa11LtQ9b4Pidqv7E+Pp3zMUa2veT2snPzVFnDfUSQA0XX5NyeITpkG3ck8GlaGIWhzE8G7qYAPHoUB7oQhSOIh7oyBzM6e/0TXPYRm7ePNBIqNt9dvqJAgmHT+UbOXN4oLV150cFUCOTywPNbNj492mMxJSeLzW/bfjaPfnbcgMhh981hwhLGeQhYBva6oHeGDQXqZjnNoEWuGPehpZjG8JqhV+tjOXUHetl29HJ8ni/hroDysp6dug/Ur7923whMnaDo82rutE0dom2xn67mkdoLUIhpOrGeHKjvGSbHC5m0zSRfOCITN7rrUVJfRX7jQvJ6G/QoAn3d/c5hwcaunAioP+03GyWH5uTg1uk3EZzWvdUhgYDbQ3QB+hPx9Yz/fu0dYRIeE0sNb9t+M5YTP621zBAXw22BPAeGMO2CK2nkJ4NoRrQIBAOno3SeVVTYHOCavN2htC2Es25KKLjSmnDjd6bCBOcWDuXtjbHp/3bfCEymKOe8OqGgOS/LA00+0HodkgRJSc2ob3S2UGm5fx14OPAHXuLxfqCjZ0VwI0Rdt4HZRbUB7Gx3hA5Y6d15ufl1abGRIAcDvVxO9t29Pex5z1YnZJL4YjnuM6ru4gHGtAHlAcaXc+gGu262zUOdGqTX9ID7Zvrob9XwBgbxhUwfkvnlQ4Bi5pUD/TGgIR0bJQ8lIOADfWUTluFLHAcV8osdrpFxU8XiCsrmzeVu9i4f/PhVp0BP0fIL4WTSmOXn9YM8VLg7RvH3hie9fFd09STaX2MTC1KhE0NYimk5uS8p+e3+SyvlJF+8HE77ZaoN8tk1FHrFCgVNfHVPbexJMJ5oNu2TRpHWRQOS0eIhI1PxGPLwtduH93Q/rs05QzLK50TlUi3u3qgNwgkpGNj4xQOpYFWjMLRpq86p9Ld9Nt67aluTcq0YaGQcWJoFwQRmaYDIg2dkUJCiZ8l5JcCmh4w2ieKMGjuho05RIi0z/VCNuLxQK/SY4AJDZfq7xLX5xogB3k16RnRjUeKSjSHSuZSvVmGy8r/NyST1im60DhD4WhJfaV1lNhA50DToGcZOnO25Dy1YeuuHN2phc/r7fM6m7am5DM6fM6UiDYQ6kkJG6ga0CCQkI6NTXugtde6lgpnti2WRsiUTddnFCvfDpEQXSDtkWyabmKpr2m1d++WVyHmhfVhzmt3SyOdHrAvp6DVhMCkNUtek4sYBkB4cvCumPDswu+BTlNPeI/Oo3SIMBb21RrqqzadthBNYzeHU2NIIxoNTXs80JO/dboG1ikZ9JlOzhwe6PxNDbr2dVlx8Hlccj1z6x9pXlOZwbYUNaBN3YgHevqMtz7Fuj5HSkQbSDrXSuHYIJCQjo3Ne6CnclMoGbIVmR6MKCFTG9qLeSNS8m3FlpuWKfQ3ncaOE39CHuipbBfRPlGmLLLDoCGks670bSikZF2Dxpc2C2k3M09KpbkqSemKtSmLsgNGuFLGyElROHzv2Ges4DI5p4nW44asLXoOtKja5KujVBo7xqPdyec3JI2lI2J1zJvGzj/2vNmjCm2ekL7SRkomcqDsIaZN1QM9K9CQjo1Np7FD8h7aOIk0dpQxIjrPRAkPtEhGqDmxq0e9RXr55vnNWdDoldn+PNCmDL9Ryg3pY2ns4nW4beqe6b1LTcADnWg3s3lijagQSixaBrH+Vhsdkr9Bn5PCQUUzAMMFwbgBxMqP74cSQxlRvx/S2KE6dKHc/Nt8fmOABXWnkVVQn/vGQWhMQgYv8R7QdbAB+yosx9RTPdAnDta7a5ed49pYH1hlynA7MfnAAmeVTdZnUjspFXLMAx3km7X2Fas6g2JiNHv4jfQGR5lyapNp7LI80AqvWNuGr4r21R30QBM8OYTb6c7B7tBS65RBzgpM2xeVSaavTMosYF3GxqCaN7piKDv+700fzhEV5NITWs9NNtycTITnOZWv80AzkRo+7aYtR9cvqG5tmgY6U8J6oDW0FdcDHdSd4DXlDHxzcJK6zuMEKudkmLYhhIVHdzJA0rmWsNGqAQ1gWBAYDrSS26kF20aG24kA4qQSV3SO4VauHbH3kL5oweKmqT2j/r9ZT4L2qnU2ElECMAfa1ycJDqC3PvMsusAFXmIsWuG2Dz18ZNcXuokQ51byMrUomXYzHgWalmHqTKcVM2UD89uKapXWy+NvDpfxvePQ3wgQnqdfPiUG9K6bsrq63b+5OrrPdGSn7JzSc6DHtTKl55EUgix842AaCVn/G+P2E+82YXmidJuUnJjOaJrOlVEpHDNDExYvcR0lA9ZwKn3IsW1xg4YJ9WgP0UW9nRGZ69w0SnxwQaDT2HnqwOR3n49iGruSHmj72XC74oodonBQ4UmZtKtp1n8XRj3BN09sJoawzO6zhD6IvVf94VjiYotgf1t/U9LTwLIVrPdrKBMCAoTnaWPONHb6w8D+v7k6MIO3aRppJd1GVIfm0OzW0thFnDpduXL63Ccz9XfcA43rSPRCMSZntw9DHybKNU1D5/G2UQ1oABoif+k8yymgA8agZMi2k98mJwWT39EUUXtgPWHylLKyFZv+atr433Nz1Oc4dJJC+iBM9+lbkDS/E/U4pYxCJCqQGjPTdk09depDhE59UZmkERVCSQ80lEqSrhMJ0Xef4UhIvrczhNjG3UbThNuhdxZwOkUf1Spf98qTqYiFGUso5SIlBdWhOTraTWOXGrMl1bnvjEVqU8cejg0Bnyd4zm4fUEPdnY8sqgENQHMbUOk8yymoDxHmbL8sdAtcSuZYNl1fO/lk2mHLmsrv+yTCgUbzcwbl27wy2wNNctm0N/TNkTc0hVS/IplRmN+J/sYkZQfoE82tgO4mzL0yt6gHulB/j+M9q5quDmAOstz+lnlviZy6XX2U+CRwz1rjjIf1OmCZAM/TBrMZ9MnB+N1kv054uNSja3WUytuMen21v9nOBZ+qY04PdIj33HrWLeRwrEZHxtrI6oipnLGeuByMFx9CNaABaMLiGm5nDpArN20w3E5MPn7Ih9mpatPY+fm2qd2+bfys79IR+HI/23/DHHUlvw65Kro0UKqEJjOKv77+2cS7TBn2SJ8w/eDqCX/WBeSswLR9kMxMjuQcaexieb/5w7kAJzXpzbPqK3y4Gx+T06hEiTR26P0E2oN+yPrHRBdt5Gwg3DpK5W1GD2KXoCPBurOgpeaj24Qu90Ecc4uEnrWB2lKLTA80ut76cvUzqAY0AE1Y/OQ80Fj50hxtJDTNGEvalFOxCZ+mcNge6Gk7cPnxv9EhpKeQpD11pZHymMa8KBqv2ODFSJRL8TIRLwXTD66n3Xdgrm0R6gljtPO6KSbzkU1jB3mg43XnGKspaFOpTYz6GQxbG3PSwvSHQ/P7BKdcrMv012fKYx5tbvM/TYmLbvrKeqDX53pw3eo/S22ekAOpXZ2SleCA6cMcXVANaACaMMqm80Brr4ouxQVkFjguC4d2UVn/LpW30+ZZavvPDdeP7WqlEaZ/9N6iTdI3DGJcMuxQGS6LXeBSHmj24BfarpAHGjlA4z6XkpmfBxqXmUJskdzIxTmB70t4O0NA+8HlduYYkPTBZO3mpf+c4/a4qbGm65PROVHGgcNshuzyCExJU3dqTUQNTgamqiAX3+oHJo0d5hgzz8xr2Go3tCyqAQ1Ac7ub1oOpxcgDw8prw3khIHlaGf7jwIEm+Ukxvl5SWa08F6mwXM1JXtPp39wGbL0OBF0/cM+UQCxvJ3SoTOOBztywDco8o45Jfc4c9PGKsbMC+NwsdfNkyYhZbA6quf0tkoVjKt/FnIcImTHpyw9v14ECNRwNFp7xiAA5K6A+RNj634WmjuT48Mj01jfwfsENOtFud26kziKhnGEGTDYYhF/O2BKMYZtDs0LPrTWSl2+6GtAANF6e0mniUmAPOmo5tiEwHiLMm9dOPpl22LIm8hO/edW2QxltWibf7YPmb4bHluPRQTmRJRHzGESjAgrDDea3Jd6hiZogi4PGGxw6RJh7IUhMphbanLY+xNrUKOcVxh2P151zaUkKqP51uZ223aT1QKN6JYc+08mJzZO8uru/qUfX6kjmCQfHHhrhGuY30Ea37mGdGeqIb/JLnmvxnbHwHRycyI+MMU0au6Rhu2iyNrmoXlwsKoVjdug40NNn50bMSPGhdJq9VnAPERKqM81qhQyRRfoqHS4bvTmN9W8MJrv3LA+0NtR9Uh7oNIWjdBq7XI5i2yJepqnMeLv8Hmh3TODp2DbpgcZlphBrk/4yjxKUHfvvsnoZH5OSPGhcWqaB9t0jZwX0KfLsv3V9ghpLaBtxni6/GUR0RKx8CfhkhvnQiAd6WjYGfHOSZ9gyEaHqgZ4Zvxc80No0dqU8MVieVvydTDlZXDtsWYz8VqYXqTSiWdRCO3nucF/OpQdoSLckYnk7Sx8iZA6ixOpGePs5Hmjfhm21wtOxYfNk+owWJfVVrE0ayo4pn3xvg/z4Rs5uYyngB9ka6AplRiabxi7k7UzJQdLY5UTstGsRS+lKtXHMK11uc20Q0hHhMYu1hYEvMhbMyGHkR+rjzolsxrBlnCzVAz0zNPfRaxcKLdC8hwal29cChsEwcREOdGCRSbYjwwPt8rg1ydwnSsnxNGk80DwvcvNZOETWuZ02Yvx8FY+Q8GLY5dfrwS//YXKXmypDVzenw/x9fcRZgdyog3m8CAc6Ogf5cd22bREP9JyHCPExGYlSsdxkpdOEza9LGVHKukX0Hmg8tzDogQbX+4VKd/V1g3Wwub4R+DznMephI/F3O2wCoHW9+0S4yTlRouqBfoQQC0GHUPqQXgpsG0vePCbSKaVkDlSC/6jlBsY4VmlO7JRHp8kRGVocEbqAv62U+AmPe5OI5e2M8fg06a9Qz1vKi4/lFo7X4W1X/5DvnAFjCGJUJ86ICmHMz5yvDwYvmy8Xu6a/nWdDSOXP3oQHOhkVcbidJSgcsM5X5uDmzgrwdRtox974HuLl0Lkcu0vAhjaNnV136izSeNNoSQ/0+jiYbOTcdQvklhc9RLjIi46jc6OjilQDelagIR0bm05jx1M4zHPl5CcnxVAWq8/3d/q5XlbE+xVUVu2UP6zxQMd29Yxdq40QIAbaHGiasMGHpbFTeHFgj1O4XSidAvNAT5/xLdjIWQHGGGGNqBBK6oN4FIjvb1S3IZx3t85SQB0YLrczZLgwMtmoo8ZQx88KlHE4cHVg4wNPYydgfVP5CNZ0xCAz7NTpZJXT6b6+iv2dpk6V11dNpmHLZPvIUQXVgAbApoizy5a+8SoElsJRPI1dy4TD8VAPWt4gpkxToXGXx60J70yM5rX0ZYoNmCKsezIUjibyXsN9Mm4UcFn4Na3dZ6gL7St1k3UQdArzjDddFCGToTrl9nnRNHYRY3L8bUR9Q9g3Xi6VIi+Uo70ETBvZkHEodI7JZJ0muj5GdAqTOWZSd0Yav7GO7hPVB+mrvLE5pXmfYR0RGLOF5rcNH93Gno/TTR2yro9lU2DebY7pxKQirBSOmYGGdGyUpkikgKb2MijtIUe8FEwIURtujV7lnaRwTL2DmvBOiGfJeqC1V60jHNs5EEsHFA3pK9Kaod6+FC8T8gYrwpNuGrs1DnRC6zIp5RCOIoJNHSLU6EU4TVmi7jnT2HEeaL9uow1bQN5U9rpMBIhO0XugdXreVwd+1XtcEOol1aR+dOtO1RHTnVr4b0j1b2Qgmhupr+xnYm3M80B3n4jOyNF52/pH01gulwsR+Zsi8hYRORCRP723t/cJ6/u/KCJ/XDpd8Nf39vZ+bs72aIGGdGyUpkikgBz0sFEyjV2prAjTOtfrx9rSy4rIDzm/1j3Q/OQKhcJoD3TGjW0nkcauiSg8JKTPGDR4iDW9OCW9K4rwZMy7hGWrMWUBj47kG8+2zLn1Qeq2QH9902dDOMk0dvgNayLHgeiaRtcwXa916iBjVps33y6t7RPzFDw+UvXBXtLuUxchxeoolabShu+MRWhuYJmK1p8LgTkAnjNFBx2UKKeJMtuY2wP9XSJydm9v72tF5C+JyI+YL5bL5RUR+T4R+VoR+VYR+Z9nbosaLNdM5GQ80IwnqmQaO9Sg0aax48L7pq984eO0B9p+TLMLniqicN0p5Hh0ToIDHVN4MQNI8ztLbdiQqAC36Zt6wnyb6PKcwjKUnZIeaCRtoSrsnSiH9Pf4NywewnjYK17O5XbmGPXIBtCV7crE5CBnBbrPrJsIlX1SOo0du2HL8UCjvP2SqUl9c91ObegeIsTXdVxHIn2Vl4Vj2rawnEc7jd07ReQXRUT29vbeJyJfbX23LyKfEZEL/X8k23NzGLIIEINYq1C04JVp/1yBBpa6WtlXJ1rewPUCeuVHrk11PdB5C4L194ozbLUc9c5bRD1SBLGdfMwAMgsDZVCB3M+UtxPpE4bb6Sptvwe6MKcQ4FQjGOfGvPpAk0qNPUSYSglm11kK6Jh0dUqOAdml3cTLazYvnZyyRpQNexxo1yLkumn7+3Ic6Gl5BC6n+WQ80NO2iDj94Ogr1MnApfpE5ol+jjKGeo7Om5XCISKXROSW9f/Hy+Vye29v76j//8+KyL8RkS0R+e/QSnd3d8q1EMCdh53FdeHCaVj2zs5ZERG5dOncRtq7tbWQxaKBZZ2791BERE6d3vI+w7T54eGxiIicPXMq+tzNB123nz0bLycistga93aPP35BHuvfZwoXLpwREZErl9ff+6WhT8765bciZ6z3sU2+UxGR06fHKWX3/WLRUHXdP+4m9RngXdloGpFT2/4+nRPb21vStq1X7sWL10VE5LKvTy51fbKzg8+T/aPu3Vw4P52Pa3Vf7lTP+QtnvHUvFgvZ3va32cCM7VOn0u/U9P3ukxflsUtn5cL50yIi8thjF2R396KIdBu8M6e3o3Xd638fMk+2theytcWNUR+ufP6uiITfFVP/pev3RURk5+L6PLty5baIdPMUrfNOr6vOnYu/j8/fPujKnffr6e1TW8Pfl6+cLzpHhr7fvRjVVadPLeTBw/F9Xr37cPgOGWM22L4/dbYbj6cS429NzlYj2wk5xmDZInWP3SdXHtP1yaDzr4R1yO7ujjMfw3Ku3zsUEZGLiTF6+dK5rpxnnIew2up+77lz3Rg924/t04E+OXv2lIiIPPnExWLj9cb9fh0+N86TM70ckc52GdethWxtLaC+3wb6/syZTs7uExdl9/HzwXKnT3fvSfubx/m4I49fis3HLWmaQ7WcuQ3o2yJit2xhGc9/UEReLiKv6f//l5bL5Xv39vZ+K1Xp1at3yrYygevX90VE5MGDQ1j2vX5i3Lh5byPtfXh4JE2Dv5t7vTH74MHR2jO7uztUmw96I+Pw8Dj63K2b3cJ6797DZP2HfZ0iIi+9dFeOHhxCbbl954GIiNy5+2BNxv5+1yc3b973yl+1rRwfrYbv2raVQ+v/ETyw2nmz7/vd3R05Ol7Jomngum7evCciIveBd2Xj6LiV1ard+BxpVys5OvbLvXW765O73j7pjJ5bt/B5cu1aZ+zZ89E3Zvfv9mPhtr+/D4+OpW3j7+qoJ6weHKTn/v2+769f35ejg0M56P//2rW7clraYaE5PorPkxt930Pz5GE3T3L7+07fR3furPcRqw9uDu0/WHvOyLntkRNsW69LHz5c11U2bt3q9Mv+/rpcEZGHB0fD39ev7cv5rXJuvQd230d01eq4lWNrnty4cW/47uAg/vtcsH1v3iOzjomIHB6tpG3Tcpom3UcuDqw+uXZtXy6e4oPig86/7R9TZvw+OBjn49mImOt9n9y/H39Pd3v9cjugX3x4qV8DH/Z9fa8fK6E+se2I89tlxuutW93vs+eJkSMyXR+Pjo5FEjrS4ADo+/v3+99zY1+a4+NgueOjlRxnrGO2Lj4+CM/HY2c++hAzruemcLxXRP6QiMhyuXyHiHzQ+u6GiNwXkYO9vb0HInJTRK7M3B4VNGGUkodyELCh+zkODZUMeYW4xGhb4pd2hDiS7iFC3YEb399ty52Y13LUS3FiWcTydsZTC+p5hLk3j7VtmlvIhCfXDwhN5aPtZi9vKXFodNAH5DXPPsTmYA5vNPfQqM3cKp3GDufNxg4aK+haFK1Qz4FGxpjm4NdEzyvHHjw+wLMFeA5hnn4W0hFhDrSZS7CIJHxnLKb9MAI9/I6eF2J0d84UpfJAZ+i8uT3QPyci37JcLn9dOgrk9yyXy+8XkU/s7e29e7lc/jsi8r7lcrkSkV8TkX86c3tUYK9MFdFxO3PAHh7T5u30Ab6ec+A/AnU6/GEUsQmK5Ny0H4vlNg7KD+Q1Xa1aaYjZpucrnkwauxhfPJa3OetQWWrD1n/G0pptwbeNIXzkqZ5wzxnMkV921bZFDhih/FAEY17e8CZW098wFzNxpbxI+UOEXH5bv27TpKxkpjpzRbwN9PxG7BxEsO7Ju6AeXasD5+omONAwp7r7ZH5ySEekOdDldLpPZvAq7xU2xlDOMjpPFpnc5Njttza6NV4tZl4Dem9vbyUif9b5549a3/+giPzgnG0oAdS7YEOTIzIHqxXbvu6ziAcaPIE+KHDiimL37xTGBOoe+ZE+advuV9jvUONRCSqilrtiW5vFxfWibwoxD0Q8KqDx4vTPgsZv2APdyiKRlJnZaLp6wv1teL5aoWSWyBE76oPsqqJes9TVxf76pK8v8d4SdYcO75UA3Eb3EKGnDhQrUqeoD/qBY0xze9zUC5rpgQavnE57oPvys3igp21J1bEC28LAl3JwEglxNnVI38fuAbABG7ZgfSGgnvvFIs8GqhepANCksds0hQO5FMKGVpl6ZRO7Pbs8UqcIl54lRheI7fZbp4z5mw3vhMJi/E2E63VA8slxUAr5aexwWXB4LrFJRDcbKJUnFZ5lUivZ9cVQ6ubJkvog9js1+edLUcTmTGPHZG4IGS5zb5Y1ObhF8DHmbg4QlL1IJV4O9UCjG10dHSmuI8LlS3qg12XG/kYiXOjmCdbdkqeLWkLX5gTdqgENAO0MGyXzqiJglemoTPJll87D6ZahPNBDX/nkxz3QdhkRLacvvDhy4VadQcMa6qUQMzKhtKPPSWYAACAASURBVGYaL07mAlea22mKrOWBlqkHGp8ngMxC/W0WgpIe6Fh/6yg7if5OcFxLeDtDYBZsxHDBZOpyy/NUEdSI0umr8W9dnzCp0UTS79k4bEquZwaD7hJHR0Q2+UhbGPg2sUE6h6CbJy5KB80T0c9T7YaWRTWgAcRoASFolZUWvDIt6IEm8/Ii3KaJYmU40BJuS6xPRh73tDzNF2zDf2sO/NAeHZCzVhoxDlxsfAx9QoQZGB6dSMywxz3QWE7mabvG8S6TT/TKYZgDXdADXUJfxS8zMmWY+qbPhpDSuTm3/qWA8nBdbmfob1Sm5mAym28ZHWMaPmmI8sbVYeTHy8Ee6BnWMwNXd6XqGMdVeQ90KAf5JHIKnqlpmgYaV6gtpY3ADnKITdWjfBPh7wugIR0b2oswtGAPjxU9RGh21SlOKsF/1C524wT1hY/Dm4bBa2b9ho7XxXprwh7oBN3Waet6HQhWbRlOLItY+DbGe9N42tkQayykj3ug8aiJef+NQyFhbqvrnku3rSWNqBBMm0veTOobh3P2d+o66ZyMFynAl70sYh5o3jPMTHWjfzQ0C4gH22gob34jTlMHujFNvWd4PVNROKZ1pwxFTfQ7Bd8Zi9DcaNs0t1yk+z1cpiJsLmvnKRqlzL0yvBrQANCQjo3cHRSLLpTLPZMbvhhlgx5Bp3y8zvX6sbb0srzh4/W6159rrPJ5nL41RaTwFv3eSWMXMVwihqOGl4lyiVObRNwDjY0D1xPm0rhwpW7KY/OkaBq7mfXBnGns0pSd9TaWAty3juyJvqBlcpmXcg4RovOEp6HYf+cZS6UoHEwKNLs8AtcD3TRdXDJ9ABsWkYRvHIT6AXcyYJsnU2IOfvlEzox9OHle9dQXGNCQjo2SaaEQIFcEu1hkhi9s2SJpigKVnmtyEhhvS2yHGwuX+a6bzuX02en6kCtRbQwGjSrcunkLOha+jaWFGikc+kUo3KbuM8bNxkLTWD+4Y88NGbsUj7A8XHeU6u85KByxXOxUf4Nh31SKvJxrs1Ng+raVcaxMNtkKuhjl1LGe4+TgRpSGhuL7m6qDHR/oVd7wegY00q0bdNSgKfUY+Ghz02vurX9nnAwEhaMU3SYlJzdKmUI1oAGgIR0bmz9EyIdyc5OVj7K7zxRFgUntl3uI0JvGLuLtdMPvpnw5DzRJsVGGsDqP5OYN6Fg6oNj4SIXd/fWRyjGUFxjsE3QcuFQVN2TsG2NeedQ8KdPfJfXV6BFc/27wLBExBx+9yodUiH7eNHatNIKHpt2ohNs+BBoOtMYpgI6x/DR21KPjc5FzLzZQCodLswjWp0gF64tUYLqznE5feOZglHqIbJ7AtHOwDlRGS0Y53SfugVaJqQY0AjQcYKNkSBQB640QkWjuXgYw/4/YVWoVa6wtMfk+WkC2B9r5W3MRj+a3n0Qau9hmLN4nvBenlHLEQ9NgeLJdv4hHZPxteBo7Ux71QCeLJVFSX8U90Jpx3T+beWtkTsq4FFaCjyURKyqR0SZWp4joMwshYlAjyq3b9zdXRy8fnVdgm+BIkWLz7+qJMM2Mtz1S8Kaxm8ic/o2MMdSWQA985m7o0Q1tbjKFakADGBZsIouCNuemFloPdNFDQ6DCgXaq1pvjUl4ZWZz8kGIrtSCwho7GoBkNyxPwQAvgRfF81wxl5vNAh4xf1LuCjgPXU+f2IbwwE5snjRHlw+Y80N3nLDdPJhbDEOezBFAj09VBOR5YzXkHrVOgZLYat27f31wdZcaHAWuQazaDqKNGY3ukQKWxI8Y144FGnQjqzCyADLsd2rFXDWgAaIoiGyPPaDMmdKvwQDeN0Lw7H/CUMdPy0Tod/jAKyAPt5UCbMlZoTbUgrCuitm1pQ0eTJWUObwWKWN7OeFozxe+MXBVtI2UUrla4dwXnI4//73qocG7lWF9SZqG0hSX1FdLfLXFiDt0Yjr8h0C7r34t7oMGxFPNA07qGzLzUyefPvcBnBURB4bC5t8qx14L6IDU+DFiDnNoMevjasT6Z0wO9Crx7uynoGQt0XA3rLNpGrQca1Iu5eq8a0ABQDp4NDbczB+y1riI6jq9f9lhfSp4I6lnTeYuGzQ6ZQstHf0DTl03rWf8b9dBP2qri12Ge2TkQ4+3GzhDk/c54uZRyhD3QYDpDNwrkUkiGcVD4rECRq7xn8EB7KRxDKjXeA518b6mIgx3VYlNeJND1Q7pciBfv/o3J1FE4VGnsYA80V3eJg53w+ADXZDT3so6OtF43dItrSQ60R7+EUtq5UbVYnaiObBrE+WHapfRAt9g7y9V71YAGgIZ0bOTuoFholGnTYNzOtGxsl8ykjAlN6HRbJNiWOIXDtLGZlNeEVd2/0bCVv62MoTF9dpOIeU1LpzWD09hFDNG27UY+5oHGxoEb6g4ZS+jigS1IZcK7Q//NrA903P7+WZSykzBG7DaWAqp/Q6kN3b8hmcJl9hHRUTjg36bKm2//rfRAD17NxPgAx15sDbGhSmNn2jJx1KRpR2XT2PVtCWze1g+/p+tkbiJED6Sa8hrg1JO+vFLvVQMagCaMYopuygOt48OVzcJRKg9nV0bngY55YWMKz8+BLsPpi2UGCWFUcvgzmsOupYBsTvypBU0Z3gOdDrF2n16j3imTqgc7+Bo/RIhGIpjNk8aIisvMryvmcNBwG0tt0OdMY4fz6cfy623idQ3vNNE5BUqeFZjUbWeC4B4dnyvswMF5uryTzFe39gC2Fr6NROxvPAc4ryPD9Y3lNdBuaFlUAxoAyvG1sWkP9ErhidLk7fTKniG342RhIdqIeKB91fnybRrFRi32k/zV00Vydg80eFX0HIj1bWwDquIRogtcxOPE5FdFuZ0uD3ZYBFbcOGA2Tyj3NoVcLqCNmD7Q3NCKhtSTaQsnPM+yinnVtpD+DW2q7H9DgfI8bajOdTBnBei6dXp+Ugc7PhJtHM9YxOVqjDxf3bENOpq1goFPVwe90eAYQz3QKKdac026K4fZ0FYO9IxAPUc2NNzOHHQcaO4ZlNuZgvEioJwxPo0do6AiHuhIn5jQmpfDCkt3qSf9p2mTIo845d0Ar4qeAxi/3OeB1nhx+meTV+1KX7evTVgdXRkwPOl4g93fxp8VwDw67Lz3yix4ZiPW302EVhOur382g7Ij4kaHyurltkU5l1P5OWnsUJ6njUfOA63U8746knnCwbGHniXRbAaHusH7BuY41+J7D5ONXN8YQ3MryYFetZujcKDtNuU1qAY0gDwO6yxNWkML7uxs5N4DP8oe64sBfSfuYGbO+8QW25gHIpTGzteeqHxPcnrfLYcIWL4i2g9zIBYKO7GQfkQ5MnQXPDwZ8EC37eQz7dnCNxWaMH5MZgl9EOOo51B24EOjgbq1tDAE+K2W0/ecY0BqaHts7n/urIDuN4x/U4+u1ZE7Pob6+s85rpse1ieZ6okw7WgqqwR8c9DXD+ZfcB2ZLoeO2dwrtl1dHEJNY7cBxGgBIeQOABZtyx80iIWOGJS6WtnA/Zo7pBFuyyg/LNNNYxcqH4JvV4960FywG5yTTWPXfXq9+5F25SxCOQscs9lgFgc3PZXIuBAx4wDdPGmMKB/MQlAyIsXSqEKAL6BJHBIr4e0MAV+wp/JzDEhU5lQ+l4WDNaL4LBz237o+wS8ownRN6fXMhs/Yj23QS81vGz7HkK8fGMchmrGKNmyTJf3AN7SmXdUDPRvQe9VtaLidOdB4oDV5O72yyby8Kb6R+86YlFNaD3QoP6f9HYIJp8/1QM+8wTFUkZPJwhE2jGLjYwhpM+8Y9OjHNrFMVADldnZ8wfUNmPlt6FmB7lk0ryo/730oqa9i/HLUCzipjzRoUjl1RU7OA+3qQJ++YGSyC3jTCJVvmToroHDIhLI/MCg1PoY2gb957EugkTKV7eqJYO7yls/1ncL4HtbbJTLOjfFMDVYnqq+ow7ZqDjR+vsW0S4NqQANAQzo2NNzOHKxWfOge5XYmZZtddWI0xTzANlyDR8eBXv8uTjPoFZvNTVPxNdfDYkObFHm6NWnsSuYMRRHL27mScJ+MXlreoEpzoMPK0cdFDAGNBLTttL7GoZCgZwVEGK93GcqOZqyHMHj3PfqA4XeP9WHvLfUb7H8vz4FGcyVP2+iLWKHyRBQ6ZcFdpNISOgWlOtnwnRlhwXKWU21E9ajOA71ed9M0kdtSyztEfO/Bt5HxrYnBOhdY9AH9Peb9aOcpnH5vOBelElMNaASqNHaZoQEW+jR2BTzQgzcvbdA0giuwsX6+LXwau76MzU0b2sMryO656b/NHm5VerpLQJ/GTk/hSP3O0ahf/47hFqJ0CtcLGcr5Cx1uAWSi3E8EGs9wCLHQL7qJntY3fTaEFG2uhLczhG4jky7ntlHbJrVOEY4WxugUzZmakBHH1dF94pQLrE3pCBevu3y2RPwilTJpKm34ooW+jRyjr5g0duiBVLddDNCIvOack41qQAPQKKtNHiJkDnrYKJ8HGpOZinjleKBjbYmmsfMoNk0f+k7Vaw0d1HAb5fXPFbhYg0VswxhbhDWGG8rNiylH9hAh7F2JbMCYjTgiU2tEheTZdeZg3IyuY04PdGoxLOHtDIFdsI0O1LYphxbGRHtKb/pC9bt/c3VwHugkhQOcV4PuUrxP97BxLI3dHJQ8d23xRk7BjYSI6ft0OZhakemA5De0KjHVgEbAcBcNNNxOLYwE1kDT5O30Ac3DKYJx8Fw+WCnjKm7kmTLNWnmNfBGL5wgafC6aplHx606AwRHlt8fOEAxGD/U7zbPxcjGPE+uBxvnI9nPTBRs9K2BkJudJwYhDSQ90bLyrDhGC7238Df7vS3g7Q+gMg3S5YUxaqcKGOqh89zqdsmiaWc4bmLawV6TnXCQzPjfKjwH1QKN6dNRdivfp6IlQHZpc3wjcMxbe9KvEGGvAcYX+noXwesIGejYk9+xHNaABoDtcGxpupxbMQQ8bpdPYleJKue9M45mJ5xz2GHnmOWtGaHJE+hQRcxjDxoL2FvXj4AQsaIjC4WmXed+qXKoZHicmKoCfMG+n+V0dfh16VsDITHugeb0Uk9fVmV1VlEM6Zxq7lHd7zpsI0cNeLrdTmwcazSnuosv9j5dnuNZsxMyuv/ubenStDnR8wB5oMK+0hmY3uW8gsiaieZNZuNFnH5WIOVOD2hIrR0cG25d5j0YLvrfcs2rVgAagCZWWXJBSGMNs3HMaheeXjxsjiEz3ax030CcbMPImHmi+DycLgky9THNTbLTjoASQa9J9yiaVeswHNKy8+TR2ofHjjAPoxrr05qlkjtiSaTfjlB2FBxr2MMbrDhkMJeD2fQilDxGyXc/SLJgxtmgaaYWr3y76qKSxQ9czDc3Atz7F1sRW5vJAu0azWH+76xZQH3iRStti+i/Xfqpp7B4haELjQzhxExSOHIrAzCFbjUz3nelSXoUpHF6agUdZxDJLhOVbf6/CdSNgr1rXUkVKIJoiEOkT5h2DlKpoGjsqpRzWD26KJpdSwFzLi4RENdSymDy7zhwg/c2EvTm+enwMjnXC4iGgVx67411LYRijWhqdj5fnePvdJxUxtBqjTVnWgvMAXZNRPaoJ//vobI1EPNCrMmkqXbh0m+k1971sYvPUbfjThihr2KqzcIDvLVfvVQMaAENRMCiZFiqFwZumSJNWJo3dWB8iE/UAjP+PtyX2LpA0dtOrvDM90M4iqQu38sb7idxEGEkHFO0TBU2GPVTmzU1N9Aka9nbDhi6lgEqdB8hkvOhJeQPlLB+xdmnSU6FpC43MWBTErbMUXPpOCKHMLO7fSXmRy2ri8nUeUyZFH/puzeF3gxy+q0h6fNBp7JIUMenrAxrZwxSdUjgiHuiWX9cRuDJzD7+jayU7T3KiEpr5yKIa0AA0WRRyd1AMmIMeNkpTOFBvHp/GTuOFXf8uFq4ZQ2sNVD4E34LoqxsBy1F/FNLYxT3Q4ecorxX4PmPeztVQBlCygo0BN5VkyFgqlTpPa0SF5ImU0VdRCkcGZQf1KMU2ccP/F44MoqFpV6doDzZqN09zpsZkDUq3mPa80DA+gDSqdvlwfdhv1mSUCR4iDFTh6pRScL3etnw3/SrHJU7orFZHdWKBvrdhPirHXjWgAWhC45qFQotNcWzD8sf6Ssgs4oH2eb8gD/S0rSK6A272c7HLXWIIhaPDss1zm7eg9XmgTRnid4KGY8zbyaaxa4E2uimaXKOUP7gYL1PSAz1LGrsYhUMxp3I26OseaFg8hFbAixuc9zzlnuLystLYzeWBJqNJOXreV08OpcvXjlKc6lTdMaeSG9UqhY5yYW3e7L8dfVWSvtO25E2EykGBbmirB3oDYLiLBpv1QE9lomA5tkH5BBcTMQrd73XpnfyyffXbMvwGECzey2lUp7Ejr1ovyYllEX23gAdax4FOLHCRTSx7RXGonkmdrT+NnfF2cmcFgHlSlAM9rTMHsXZpTr1zaTL9qdTcfyudHWm14saSu6ly/04BvW56XT537oW9fl4En8tr6Uozrm225YeAHmBFHR6aNd73PmN9gnKGWbhnLCZcdMfxA41rkJqF54Fu1trFwD2PEpYjWXKqAQ1Aky5Kw+3UguEI2mBTGoVgqkBDPegFEVvmHRJtieUcjvWJ0eX2K9SF6Kx2949pPYXsVevMVdGlEffuT8tMn+s+ubBy/yx4dbzfA23qAMYsuDh03hXbszRdsPmzAml5dvtyUFJfRftbkZ5q9Nqly4b4pKbvzNwsfbi743YC7XOMTLtdmsPKmnMvnMeU2LwMz3B1b2WOvXEexMuhY2+McMV/s2YzGDprE6NwzKHP3TMWrbVuDfrKal+yPnCtRD3QuRectC12Zi33rFo1oAFoQuMlQ6IpaEP3KLczLR/bsYuA3E7HMKBoDJacddlhheejwWjT2LnGiJab3ABG1FR293kSBnQs5BYbH6nb43xAKUsx5chSOEL1TOsMcOjX0hkiMgFPmXLee+X1nyX01SpCsdH0N+WBDmQ0cDdMpfUy61lzN9dbyvzMmqgj9e77T+isAE3hcJ+Dm+XUg+kDNNqF6lEdHWnaFlNP/CZCuHoY7jo8WbdWvL5CqRDoPNE4r2ywVJF6kcqM0BwiLJlXNQVN+0RwbmcKbBo7lIOmUaxQCq2IR9J+THfpw3q7tRfdsBz1kjfTsUA80PE+wWUN4yPZJlM+4oFWHPwKt8tNY+c3lsrNk3L93TQd4aWkBzqetlBTX7ps0/jpGUN0ZqbIIH1oydlcb23pjE+E5zmVP5+hzub4diOn+XmgU+3rPtNGHvabc+4JcPVEzAM9x5kW1+ttZ61wDxFyNLe0zmLmCXmx5QB4Qyt5+qAa0ABUhwhJPlgOtB5ojfHilT9ctZsu2/Gu42XMO9tWhFtH78H6d9FMEb78nAoe1mrVju3u5WTlgWaMd+Kq6NKI7eRjv1+TrojN0xoL6TPelTQnedqmgZ5iONDUWYE01WnMvlOmv9kMDSHEfmeOBxrOM+/LurKa6pTyHmhd3lmjC7d6fgHMH1Y7TXh91j2HG1FMGjsRS88/Kh5oUI+68xuBL2oUu28ANQRZuF7vth3XLbPZZA6/o7cysvNEnRucNdSVY68a0AA0oXENt1MLbZaH3J3/IJ8JsTYNfMOahhsXU/gxXpVvE6LLA73ebtejjoLlKzJXRZcGdE261yOpiTL0MhPvM6YcmT6hcpzaniV3HDj1xWUi3py+bKH+juWjZRDjZut4o9NnYwjlz24dnVI+DzTer3Z7BiNyazH597S8Xs9pdIrg/czME3Yu5+h5Xz3pvM1Y+1A9mkM/s+uO1YNSEVi4Zyz8Z3fwMcakseOuvE8W9aI7RIjLqR7oGaHxIGomlxY5aey653PlT+uLgblIRUPhiB16ifGq/KG17pNNY+dO/s2lnCrrkWSw0TR24PuM9bfuhrVwG9u22xZONmDDd9Pny6Wx0837EEp5oFP6QD2uwb6Kzu/MhTnWPi6NnX9zTRu2Cp0iIvDBbI4HO30GrbsEB7pk+4bxm9CjmsuHfNGUlGNnrjR20zzQ1rq1csYmRXOLl2O5yXoOtO5MAotqQANgDESDUvQIBONBD+653EFqwB+OwhSYxjMx9pVPdniy+EJr7OQyRtSaB3pD1+7GfvvciI2l2PhgeZNdfdNnw20K183MaaSN7VDW91w7+UTD4bAHulB/s4ZtCINhFPiezwQxPpdCqO5S3k4fuLHUt8e0qx85hgPN8of1ThPSUJ8hp26Onnfr4W5KTNWHrWc6B8v0WbtdId05hz53z1i07Xo/aGhuiM7iuMlp2esymA3t9BkW1YAGoMm3mnsVJQOtJ6pUG2kKR0KDmfc98gLxtsTeRUzh+ZQmz+nrPod2r6bPazY4qiuPT8CCjvHFY6kFB8Ob4hHmeyQ1HuhYXyB5xJmzAki+Xq0RlSMTQapd9LgukGd+OKy34KgSUPuosdQbBsbLN3Czjc7AGqbNwDLydrHyqnkC/wZXz+s6Bc2VjDqMUD2q4en65saoO/3l5+FAT50zq7ZdmxsqJwOwtjPRAs2YYM9MaOWIVAMaAuMBMdhkGruYgRJD7i08BsNEQ/KgLoA80I5XhjtwFH4PMf6lL5c2G1ocFgTTbnMYQ2nYIrmAbYz9sHkDGuOXe57TpCok3uciYBSydXTPxNrUl/WOH34cIPnSmbzSCFjPcAi+d7EuZ77+jm2YRk9vSQ800b41epdM2sVEuzqZRENlnZefltN9chxo0uFA/vb1ekC+K2gsoXrU8Jhz+fypQ4Sz5IF2HAtt267NDeZMzZhjO1zGRGjnuNVyKqdvE+E5r4cIZ4QmXdRm09hNZaIoTeHAPNBEaFppXIWaEacZmDLrHkTtYjPu5HWeQm3KqROwn5P88kYCUQFFqI7Z0IbeIeddMc+EG+mPYLjjgJO5yTR2ItjBRQQpryVLTWK8rZ0Hev3f1+dmOb3Mts+WP3rGp5vuFJixZIN1mqiy1YBtWeelaz3QZfmuqB7NOkQY0RNu+TkCiu5muW1969a0fTEg76IdymLts9vAgFlvc22gakADyPFAbyILR+4hwtw2UguIpI3CwVukmEQxZZpSVF2Z8d94Tt+03Zr0ZTboSw+Ui2oJDOFbz3criYfzRdjfySzqYaPefJ+ug/BAeykcU48OGupPL/Rj2RJgN2whpNqFbA4m9UUuZlmv2++BdudmSb8GdQZE/F4+llqi3TyZ4iwtbQ5jJEfP20CNTJzCYcrHKzXfsuuTW/fQLl/+cnBzwKJppnSL1aod1y2FvkI2TxrDVkfhMHWU21SFUA1oALosHN2nNo8hg1HJcc/lDFIbYz7aNJDcxoYrqgm3xk75xvJ2+sLr7PtZo3AMisjUx29wUK6iLf8E7OcoH7CN8N5Uac2IfNchb6cqv22kkb45sJ5xYX2MhbBo4vLs9pTq7waYmwggDzQzrqm+CvR3/29zUDhWxCHh9TR2TrtI/rDmYHInl5ODbl5EeB53bp+4+ddDGHQNeA9Bqsqm6bZDGvqZz1ETOj8yR0TRTic7HH53qDRsZFkkbu+M8wRrn4jSgCbPTNjPsKgGNAA31ISgVI5lBDkcW5F8b4wbHo2hAa6s1XplzLMh7lr8tLMpM/4be53osBiuHcbAvZ02WA80o/BKI5YezL7lav257pPyQAv+PpvGr9TNGqpJPeaDT0e482sYY4DWRebJcLteof5GeNcIUhG7RYNTFSb1IVzMRMRhmJvaK848oDzkazniu88xDzSna2idT6bxYzd9dtvQunMPdrZSNjUay2ln1ye37mYRXofbdp4zLfZcN2Ldw5xM9AGxd4bNA5RX2jyTLOqRY+rAN1VatVcNaAAaD2JOGhYW2lBuLv9nlM+EeggFpkxjF/ZAhyeL3wOtXGwcZaJd7DovAb+oniSFg03FpOMRTp+NIWQUcuHEdHgyFpodxwGxMAsyTwSuDwFLrQghtWHUcvtz8sy7l++s1Eumr32j7BRCmyrWsM3J7NPJLa9Tcg8o5qSxYzzQyY2px5kSAk1H8rzP2Hmptm1nMdLsdofW203Q3MLt048JZkNb09htADkUjk16oFllGgsd6eSjIda4PDdnK32IMEAmiYVrfEqTp3B0n+6NTkwI2tde9OeXDukzcLmdNmKpmMZ3jMtiQ3Q+b+eKSinXfUbDk545ONJaTJnpv8dlpjdP5Skc/muwWaTGO0JPmdRnFl6gbBOo2/SdOzdLQBUy7hswRttI45OgMU3lk4Y6c52z6Ooe9Lxy7KE0B1Sfs2lZc1MyhvrEUCtmS2Nn9NJwnbx+3ULeLUP1HNdqoLArh8hKxtKOXFQDGoAmNJ57uxIDhkJho1SqPdYDk/YA6Be7to3RBcKLlE9pshQOdzFcSwfEbnDIDYQpdZIUjlAYMpVaUEVVAVNr+duE14GFJ/uyHs+S8XYy4wDRH9p5H5RJeoZDSI3Djp4yT38vLG6nDa2hOkf77PaYddtQONjzFuw17urbAhkeLFl37qambcO0PRuop7tEhCtVt09PuO0qPb9tLBZpDzRFc4P0FT9PctLYcWOCFtM9r3vsCwtMSMdgk2ns9B7o7rNcGrt02aYBDhFmeKBjSfVj3k6f0mQ9wG67xzCt1gPNTe6TTGOXonDEwvki5CFCaoFLRByga2rxxcHrgR7GwfTf4zK7T8ijU8wD7ffWs0i1izXUWc99bH7nejt90KWxM5+9EanMA42MXxt0Grv+E/Ous7+h+3xUbyKEz1goNoN+D/S0njkPhduOBbsfGhnnBkudsp/xgZknOdxkqv+GtlUP9GzQeKBzODwstIfHEG4nAjo0jSowxe4QS2PnN/K6MuO/8YcIAzt5xQbMLs+fmD8BD3Rk8WwjfSKiX4SgkH7A28kukvYz/jZJX59vA+YuSIhMwmgnjagQSl+kEqPt5GYuCCE0loYDlzNEBnX9asZE9+80hWNDGsyvJgAAIABJREFUOoUyooaLRVgvOr+JduuhqFiJ9pVez2zE9YS/7Bz63D5jYVMrmqYZ7AFmjGmdDOH6ZNI2BjWN3SMG1SHCiLezNLKVaWYjWw+vK4TYrUsGYzo47npbkT6cF/J2DvV7ZHp4UyM/CpM9cPqccKyWA81etc5cFV0aMYWXWuBCtwWGwGwUwofKiDoAbqeP2+ieMeDOCkzb6ZWpnPcxmWU50AE5wlE46DMWviuR13ieJT3Q+EZm6NeBf+rqDE6m2mmCppojr5+325bCsHkgM5Cs1xM+96JpH7ue6XRXul2ze6Cle3f2JsnegHJc4mmbfVAZtgp9tClDXaQa0BA0ofEcDg8LrQe6VKo99tCFCBbq2VZxoMPXuroKYvrctH0iGr5g9+m2m+F+2dDeGnYiHOjI4pS6jlbtxYE40P42UXUAqfZ8c9BNT+XzPoWgTZ2XgwXJTQ4h1a7FQkfZwdKKxSNMrKFKtQ9Ks+d6oLvP7YUujR2b4iz3tsAYQp7UEFbDb89bh7o0melyaGo01zMegzajTCzd5VrZOTzQlm6yM9T4qB2IwYvQLamsHhlRCWYdzM0AUw1oADoPdF5YioE+y0OZcCbjAUeUWIgKgWC1ik/QkEfSN7lz09htmsIxZ8gvhdjiGYsKiAid75q63CHg7dTcshVr4sgVtRbG/nPutFCl+jvEH2YxtCsiJ5c3GkL40Gj3OechQg2303yOl4lwMtm9k1qnAB5ebd78XFpNp1/KtY/7zazu6usGHDXMxpGF7Xm159disc6BxmhuuL6CHG3DMxoPtGlTuiy76XNRDWgAjAK3EfJ2lgZz0MMGq0xDGPMulvFA5yjWVuLKNNQn0StWwQaMp5ani2E2R51cVE+GwhHu19QCxxpujOEY8nYydSBhvvjhIJl8cofNynh0EJTSV11IPcaBzueNhhDKn73Oty1pQJv2pcu6Y0mbHSTndtNODla+tBHlrXtDeaDR9rEbNk53pfWEph0s7Hdh60J7bs6lrxg6kGZIlD78GH1e9dQXGHI4rJvIA63N8sDm7QyBucoW4RWb960J7XXKNC7fH9KPKTbQo2Jx52zqwDB+oFps+ULJP0kKx9DWAP80tgA3jVBcN/Z64VwPNDIOfDrCXVQYbiWyeSp9aLSRMh7o2EFeEQVvlHxvrfi8ea6hCotPt4/oB5fbOeSnJs975GZe4uVg3lhN3dsZ4XpTT9k80N0nyv3V6S6PnnDq0W6SENjvwk6vaXvUGYMXuVOCsaOQs1JBOdSGNm/sVQMagDaUwnpatGDumLeBcDsRDBON4KFFvXn95xbJCxSRPql+bPH2Gwk+3hvrAbfrWFiG26Y40IMn4QRmdWwnn4oKlMilGkI4rRm+2aBu2fKMn/V84GUWEGahRxDiD7No2zbKSWWzfVAe6MCczbmcKQWmH1xup/a8hzqqpcz2gfKBNXVr9LxbDzOP4TR2yHq24JxkvmhF6PyI9v4ABLa+tueXvYlmuODIWulGaGOIXW+eAqfb+7ZVD/R80IZSWH6UFupDhBlhkqn8aX0xMOluNAcJ0nSBEM1g/N4ua7cnLds8FwqFQdVkyD85D3Qsb2dqgWsaofIPc1xivL9j7bPlxtrki2CYxziZ+Dwp1d2lNvwpDzRLFVkRV/OGvIyjB9oYa7D4JKjQtPPMMJZNHmhwHti6hoGJOrJOAcwL2T8DtmWdwgE+6Kmn1Dy2v4ciCqI8RDjxQPt/v7aPEdhr/5QDbTt+cPkYNZMfSxr7qaaxe8Rg3q3GA73ZNHZs+7rPUlk4KCUWWShybg3rFu+Y/PghwunhDp1XqAmGwubd4MwZ8kshNpZSaey0nNgSaezKbfp6eWIvjOa7fhxQZwWmz8ZklurvUhv+lEEzJ+c9ZYzMc4hQ3z7X+aDRNQxYnV/aiLJRKiqQ2rCttw9rF7qecZv/aVtsOW4983KgRxk2raRpxn7QGLyxzZNmLGnGBMe1nj7DohrQABgOno2m4fhRWuiVaZlwJpMHFeFKmXzG48l0zjsZp3CEjLz+e+vfmuE7bkFYSOeBdnO9qhc7lq/IiSmCWN7OdpWicOC/UYTfsOV6oBFup69NbsiYOSvAcQqT1UEInQ9gsQKiQPNxoMc2uG0S4W/8K90+N2S8arsDl+wNiVr6Dutx0zhH4Lz5Tp/oDWjMA41ytNlDaLm6a5zrTlkiDzMLm/trbximkVOFkwHQVxxfPV02JGduQ12kGtAQcjisG0ljpwzdF6dwQDl10zLXPdB4W9Lh40QauwiHNQWbC27zSbWLXW5aqE0iRrfp8rRG+oTMP8wq9pBXHK0Dy8ncl53kdzXfOR4dQOtCXm+nfbkoeRNh6hyCJo0dxMUM9JV7iLBoFg4hxqMnN/hi0dA0Bm0GFva2QN1ZAa7u3IOdKaeJAeohpw4RLnTX0k/zxYu3XaUjTDbsjZzdx9PIqZEP1AfQLUf9V34sTeVM68Dk0GJERGRb9xiG5XK5EJG/KSJvEZEDEfnTe3t7n7C+/4Mi8oP9//4rEflze3t7GzA5OeRwWJnwjhbMQLeRG74Y5fMeGC6NHeuBjsvn09ihso2M6WGM7DR2YPkTTWPntMFGKqSvPVQGe4i8Gya8jsEbEikTu2EsFK6PAZsnOiMqBNYzHEJqDs5N2bGfMVg5OmWeNHZ8v5q5wXrCtBlY+FRz5rn56t5UGrvYOY1pfZhHu6uTX59E/B5ot5rS89tGLI1dzqFnaF0nbo3UDImWODORw7UWmd8D/V0icnZvb+9rReQviciPmC+Wy+WOiPyPIvIde3t77xCRZ0TkyZnbo4KWw7qxLBwbUqYhcMYIvlPVeCZSyjSVlcFvALGL2pQ6kEvh0Bxi3DRiY6lt4/Qe1nBjOW4hox6vA/dA+zZg7oLEyMSM9jL9XUpfpeag1uhAFqvQnNlMGjukfVND2dBd9HOdaysrp7QRZaOsBzpdLkTvWa8Pd3aU4POH2uW7nKkUBpmrdkKt6Oam21akvnQfag6kzu2BftTT2L1TRH5RRGRvb+99IvLV1ndfJyIfFJEfWS6Xvyoin9/b27s6c3tUGLyT5HMst1OLccBwz7F5O0Ng0u0gCnykcCwm/48gfYDJz9OK5edEX8/0MIa9k5fh3xmMObPZxY4SUwSxdECpPK2h2wJDYLiBIaOQq8M8E2lTZAO2ZkBDHpjuM8YpNGcFSq2vuSmdDJBDoyhP1m5PzgbdyMtNmebD2A/EWGrHz6ZZ58unkHM3QSenvKFOe9HNmQCS/+2rR5ODO1gf4YEObdCDdXt4wM2QGcXZ9BU+42BjmsZuum61rr6i5h3nZMipLwTNmQntWbVZKRwicklEbln/f7xcLrf39vaOpPM2/wEReauI3BWRX10ul7+xt7f3sVSlu7s7szQ2hO3thSwakaeeusQ/t2hmb+/FizdFROTSpXOUrIsXz3bPXV5/jqnnzJlTIiLy5BMXZXf3YrTs+XOnRUTksccuyO7j571lLvTtunyp+zx1ehtuz6oVORMpv729JY2nT86d7dr1xOMXhu+uXL7dtefCGUj+tf1DERG5eOFM3/cL2d3dkbb9vIiIPHblPPVeL5y33hXw3HlT/gpWviSuXN3v2+B/V6dPbwXbdOrUQo6OVnCbt09tiYjIU0/tTJRxSG7btmvfXbhwpmv3lfScubTTz5NLZ4Nlr959KCJd35syh0fHIiJyarv77WfPdvPkiSfS/WP68spj4TFzceeGiIhcJud9CGfOdMvBk09cHC72MGDqXywa2d5aBJ85c2ZbWlnvkxBOnz7Vt+GiPHH5XLTsuf4dP/74Bbl88czw7zvP3xGRUadsb4fHI4sX7/R9fzGtJx6/8UBEuv7d3d2Rra2FbC0WgxGJ9uXFi7q+v9iP+8uXMV10gSi/08+TnR2sTTufvysiIpd2zknTdPNa0yettHLmTHyN2N3dkePjzmJPydnaGnV3Cqd7XYS2+9Tpsfz5fqzu9OPUXYcPepvOjJWSOHeuk/3Y4xfkzIMjEenWm1PbW3J4dCy7uzvDWLnisQ9cLBYvdr9lJ6wjbxo5F9K/56W7h307+d9unoXm462DTo7yHc9tQN8WEbtVi954FhG5JiLv39vbe0FEZLlcvkc6YzppQF+9eqd0O6N4+PBYmqah5batyNHRavb23rp9X0RE9vcPKFn373WD58bNe5Pndnd3qHru3e8WkBs39uVUgmF2cNAN7peu3ZXm+Nhb5k7/e+7d6+p98OAQbk/btnJ0fBws365aOVq1a9/v9+/i5s17cvVcNy3u3ukWuzt3HkDyr9/ojMj79x927Tjq2mF29Ldv36fe64P+XV27dlfOArGiO3cPVHJKwPTZ3bvr72q1auX4ODwPVqtWjiLfu3h4cCSNiLz00t3h30Jj9vh4JavVus64Y/r2drpv9/e7cXjzZvi93rhxT0RE7t8fx+pRv2AfPDySq1fvDOP55s17cvVUvEMPDjo1ee3avpwJeFJu3ep+w9273LwP4eiwm48vXr0j25YBzeqDw6OVtO36HLPltK3Iiy/ehrxR9x907+369X1ZPTyKln3Yf3/1pbvysNdLIiK3bk11ysHBUbE5csPM+3sPk3XeGuZJ12eH/Ts3r8HVxSHcjsy3GO5buvrq1dNpOf08uQvowHtGh97CfsPNm32f7B9II80wTxh0HtRuTIWeNePXeDNTff/w8FgaweyM4+OVHHvWkxDMvL5+bV/2e2N6XD+n7+3atX2ovRo8NPrlpbtyr//7wYNDWa1Wctjr4tvE+mc82rduhXXk9ev3BjnJeXKrK3uXtGlEpuswLCeiQ2OG9dwUjveKyB8SEVkul++QjrJh8C9F5MuXy+WTy+VyW0TeISL/Zub2qMCEdGyUOpSTwhAaIZ9DQ1pJ+YXTxgz5Qbf40J42hZYvxZjNE4NkW+/Bvsb9WBtuJa9anzPkl0KsX9N9wvEI0byvIp2CQw+NBusAqA2+0Kybio5L8A/IJDiFCFjKUAirRNrCkcYF1qd5b+61yFb/NFKWwsEcMndpc4bexFIrtJmXaFoYFQ5n6SFj3SFqXboOIxtoX/+ZvIlwxVA4uNSPvvcZem+l57cNW6ZNrZiksSOpcqa+EDRnBVqC6mUwjCvisKLWTpvbA/1zIvIty+Xy16Ubv9+zXC6/X0Q+sbe39+7lcvnfiMgv9WX/3t7e3odmbo8KaJocF2y6Ji2YKzdtaG7688vv64OMEfywgfYQYTSF1qIZPIPT59YntzqNXOM/jIFcDWuDvWpdu6iWQIzDmewTkkfYtvGrom00TSOtGG782IYxNRpQB5AlwH/DmPnOLZOWiV0frpv3QZmFDtghc1CkNx6BRY56b4G+slNoNU0DZ7ZBwPTDYBj0kbq2HTfcdl1pmX19pE5R3xZIbF7wjdH43rorscFGBepIt6+BOMurxPi1wWcQWm/vIvDemMNwLBbD2mK/wymnm+EsI9ltqJSIZLpFG27GnbicPJ03qwG9t7e3EpE/6/zzR63vf0ZEfmbONpQA4/Gy0TQiHlutOJhduI1R4WV6oAunjTFfsbeGIYfownmgTfuaSdmuXkj8REHYhzG0WVz428mkl0OJKYLYWEpFcNhFiJmP9qJuP8IckIE2fY48U7ft7dQZI+l5UswD3X/mRs1aiTsc9KnUgPcWuKrant+LRX7UTds+dyyZDBI5uoYBm1lI99v4uhHDNrd9po0pMa3Ml8bOF61I5S7fpAd6sRgvhuE2/NI/Ey5TYh4jYLM02c+wqBepAGDyQtqwjag5oU5jlzFIbVATA1go3F062jzEUA3mgfZsAobJBbbANqKaZnrSXoSfbEgY3wZzVXRpJNPYJUL6rAcaXuACnhEq9Av0Q2js2d5OLtRPeKAL9XfJtJZxA9qUQw0tzUI+rdu+pZOlDJVsnzuWzGZwQUebTH2sAW3kYOU1v42tu2nCjg2mDgSIrknpq2l9Og/0NNuTf02c0wM9zQNt9YPYNxFOy2L1IR5opH3TZxjkbGhZVAMaAJomx0VpRR2C1hNVLG2V4orO6JWffXu2TRo78CUi7yGYB9rDU2b5gnYdkzR2Sg60Oi3UCRjQoZSIaFSA4hG2cY6tW7fIuoIsnaJpFUgp1zTjuODOCkzb6ZWpNKJyZCJYJTikNN+3wBmLaYrJ/KhbqG60fYbbafi2o64hZZJtRa6In8rpPhljhE+72d2ApwvXc5tIRNesVlhe6a4+9oxO/5xTh8j6mjgvB3qU4fbDSC/C5Y/6P1yGmcesjpjIydjQsqgGNIAuJMk/x4Z3tFCH8zJvgHLlM1d0IvkiWQoH8h5SNxFOr/KeticFuw47VKjlqvIUDtMPlJgicLmdBlhUgL+MAF8wp+2w6zCyU8DCk/4+trmdmrMCyKGcUnm/c2+EM+g46vH+7sqB9TnPxRCas0N/L/TezhCofnW4nav+XanPW5Cdz9NnzLhG6u6fAdtiOzy054VYLy2ia9q2hdYyU18r3Bplb5hMHSLrHug5z7TYc9D22NoOJoZfjugOY1tDhm0GN5niWmcY6iLVgIbAhHRssNxOLZjTsjZywxcGjBJDFLhrjOCXC0xlhOTPdRPh2qlya5F060bAh7q7z5M8RBg0XKIeaJ7CgdoNIQXJhROR8GRf1vEJ2r+NOSuAzZNp2VyUonCkOOrsuM656c/A3sjZGXJKgOJcOrS5tu3+bdikzSDTBnvDW+lIja/u8cwI9NgEc1E46A06Jt5bd2qTPwclz5Zp60L7fAAT2R4dKGEwZ4FybiLUUU9oMSJSDWgIzIJto3SoMARmoNsoFrKlFrjuM8YrHtLYKQ8RxtoR6hOfslo436VgG1FTD/R63QjYyT1nyC+F0FhClCbPI8TfZciw16RGgzZ9TnWNchwgRmbpQ0Y5i5aNFEedPzA3fS6G0JyZejvL6uWcfjUH1thoYK5O4d99umzOoeemycu4UJKzzN1EyDtZ3LpDxuechwjtvrLfoe1gYgxeZPOkMcg1FNh6iPARQyqvaQgst1MLbZYH1mMQlt/XBzDyRp5cpD7jUSc90IgHNtQngzfEKWt/l4IdUm+aMTLA5FK1wV61zlwVXRout9MAiQqwV96zV+2K+Lw7eJ8g3M6Qp87mdnJnBfQytchZtGys2vgYZDfumqt5QxzoHG9nifa5EZGOb9tA/T2RSURQbOi9//jmgNZXjuHGgHUaIFzrtm1hHYpwf234zm8Ez48oz84gsOeJ/Q5tBxNz+H3YfMf0FZVXemwfC2TNGeXk6bxqQANoW55rJsJzO7VgOHg2EG4nJt8YvOmySG7j6WJH7O6BEHmIVuPNz0kb8L18w4EWo4hwxeG21a43Lb9/rhQplkAobyd0iHDBp7FjDg2ZZ/ztwjd9sSaG3r3N7eTOCkzrjcostMCW9EDHdIGW2w9xMRMeaKNTilI4HNkxuNzOth31hf3vSZlanQLk653KEViOPm9+o44KsHMA80Bja5kIHznw6a5QHeNvw9rCwN7IradfNfKJeQeslUzUhB1LUzn45jJX51UDGkDOTYSbPETItpENP4XlT+uLAUvPZerjeOTIDjekqH2/gfXWTBdpOxQ2/juDYRcOlp8z5JdCKv9u1AMt3Bhk0tiFPBmasLvmli0fhaOUMcIsFAhKRqRKcqDHCFcaobrt/int2MhZsA09kM2IpE9jpzXUkbrNM1zdnedTe4iQ90CnOdB4xFmz8XGrDm/6dJskBNM0dubfzNyYeqBPNo1duuyaHKdNMeQY6iLVgIbQtrqweOlQYQjqPNCFPNCaiRHlSln5jCkPtKUIwvL9feIzgHI4yHa7N7XBYYzC0ggZLkhUoGk0J9nzFjiOJ8ds+hzvkuXt1JwViG2e5kpjV0IfxHSByuiQvA263T+lHRu6g3YyfBoKg93OFPQ6Zfp8Cpo0dnoPNPRYsA4ECFUktQGc1Nd/Mh79NR0RqMN3OVMp2OPANtQXnn9H5CMRsznHkg2dPUKL6WToHvvCgtYDzXI7tdCGeti8nSFQC4ikJ4adz5jhkWMH1vy/1ze5EWN/Wodt+DfD79DngTbPY+VLpzVjEMp2gUQFWMNttcJ/Y9AjSeTMHvtB54F2IxHIZnzklEc2mkpufUpmiUPFiAeayUWMHxIb2zCpw3pXWm9nCG0gBzjSPuORZK8u1uoUNm2XZqOJZ02a9omO78rNgaaJzymR7t3g+oUz9Hx1BzPHzMqBHtd+mzNsb+RKZ2CZcyzZ0OSN195MWg1oAB2nT+GBJrmdWgwDXZtnOFM+FZqGuFLm93DhVl8u5zX5AW+nb9eq96h0C6Kbxo7e4MyQB3suhPJ2DkZjrE9YXqbwHmjXWNMcIsTCk9MK7ZAxc1YAmSel88SWTGsZp1Hx4xrlpAbTFsrUy4ZuShGo+PRWmLxrk17XMKA3q8RvY73bU89nXho7OA/0Im2op8avW58Ic05m3bAL5S5H1jMtbI+xvfbZGzzNuh73QLeTslj7NB7oaZvicvSGukg1oCEwIR0bLLdTi2HAkM+xHtawfGZnOX3GX1/3SR8iBNoxyA/InKSxU4dV3cMY63UjYK9aH73olJgiCCk8JJzGh6+5kK2vbmZx4Cgc68+OVJ5pfXGZpt70PCnV36UOEaYidoN3Ca6P8UAnNnJmbma7Dfx1p9s3fcZ4oOk5YNHcGPAeaIHlsBvhafo0ZcYFwdsnIpOrqkPQnLGgNoMBD3ROpiAW9obN7gf738s7GUY5KWR5oE27gbKjPVA90LOBCenYYLmdWuSmsdOGLwxKXLU7qc+auDYVItmOYeKE2xFKF+VLMUaHmq1Q7sJqjzY/M3uwaM6QXwqhfkV4b+xGLnVVtI2QUcj0CdIPIaqK7e2krpgVZp6U6W82lZoPbe+5gg4REunOWIMmNr9LX3DFjaVpvxq6C2vYMhQkG7QHWpVCEKt77RChYtyxNCbEUE9RkKb1cYaeLyVu6L3NmZbUlun2g/l3Fc0NXNfR+jRjQkU9qRSO+cB4vGwgYY0S0IZ62PBTUL4QIS9AgduKY9Hgu8MxdBORH6QarE+6nNRStldhWLzZa3cVKZKM/E1jEVgEEA+0LqRPLnCeOkSwPkGulTVfrd8yNno7mY0uojuYUCWCEhSO8T1E5NCp1FpCv6S8eTOksWPGkvOOu7VFrPSenMyGXMG1HmguUoNvjMxzXZ9Aj3nrQOfAYpHmvzNpMtmoTduutzU8Zvvv56BwWGuL2w/m3zUeaISayVE9FZsqwA5w5WjVQTWgATAhHRusZ00L9Yls5/kc+bhHEA/1LBbcpQfIzjMUcvMZQEP/oQa8VYc9MZnQlQ3agCeuii6N0OKJ9An7OzWHylxPBncivK9D4V3x3UhZik9aOsRbQl9hB3nZjamiv9c2ct1ndz5B5+2Mtc+WHYM/jR3vgWbGko05s31ob25dLDDDNlYH4zFOidGtZ1h5XzSlRKYgFran2V5v7bYwY4yjcADtI+mLUzmMB3r6DItqQANgFmwbrLLSQp/Grkz7uAUO36k2zfQQFtIOEdTbOf33OdLYmX/z3XKIgDVotIZ6CaQMl1iTWCVGLXABT4buRDiyOLge6PE5HacwXEZrRIVQQh8gc1DT36gTLrSQl7j1LtY+W3YMrv4zujNH1zDg3333yR0kw/u1a1MDcZPjdWDlsTzQmg0b/j5dSkZIz5ee3z6Zrqd5sm4RDhkkgjLngVQb3Ia2eqBnR85FKub5OcEMGBssxzaE7jparGzIIzipzzJGOg40r5CD8gcZjrLy8IeH/kPlW3VMKByZGxw2tdUjlcaO8Egy2VZQXmDIMOF4cqPcYJsCXEyb28mdFZi20yvzEfRAI79xIYr+Jg2adT7p+H1DbMrR9nV1E4aBNSaMo8D8Pyazf88kP5ZNXcrxVkl9ZQxE6c8KKPpkrAPXB6mfzq1n/Pv06QgRX5RsRg+0dcbCNmwnHmjN2aZY2k2FYZtF6ymkZ2OoBjQAhoNnI/eWGxTa9GUItxOTL3AKPY4rZUJ7WDsQDnDISzLyyNNlk/IXzeR3mjyxNEc94NUNYeRFnoQH2j+WEC8KfViyxdOahTwZiKd0bF96HATT2C3GBZs7K5A2RoqnsSugD+xwcAijt2oGD3Rgzto8Za23MwTmcKgdEWnbjnQ1oXzR5z10m3JWp2D87mnbmLq1KV9ZLjjsgWbXM0y8+M5vhNbE0vN7ItNLMXQjp/8/e+8aa9uSnQeNufZ5P+6zj92Ou0OUGHYepu3u64Adt93OD4NBCsqP/EAgIVkyIsoPJKyAnCBBEAGEovADhIWChIT4gywkKwGChSBIBDcNJHaIrcgr7mBHfsTpc2/fe8/r3nPP2WvyY66as6rmGFXfN6rmPrtz1ycdrX32nvVYs6pGjRrjG6PSZ4v1DfX5S6V7JGVEDMprcrJAbw/GpROjV17VGrwR2b3SVjEbHOKaSYPxCMUKiMi2rJ2a9drNF5T0e7o56uQBbEuXXw2XncYOzgNtWDs9bvdS/5ZNKK0vtnb60mPxbXrR4jYNQFJIbct5t8Z7+ftu1zuIMG272L+I2xl6MCkuTllDDj0r8znrus8CPWUh2V5ZCm3VrJrjOMKKkYvCocgIkbXy6fUsI4j7nVigE8Uan2MM5YyZS5454cn2cbJAbwhGQYzRY0NC0Kqgtd885nCpV+qbnhXKWtQURBjajH63BMVwCmyaT7OFo57WW8OWLr8aLMWFSWO3hUXSsnYywhxROqyDQjx/GcUf2UB6Bxl1ycJBjDfjceAPHvpBLiirPUUyx6dfysSHdu9FKn5aGPZ8byXKqtvLS2dlXnygtfo0imedYu1rssv23vn2DQRasGB8kDscRmqOBTnb7ybCUF/92XU7oY4+xpESTgo0gMPBN4lZYeWFX5hOn63946KWj22WuFIJl9gTRGc/Yyt649FyvLZA4xaVRYlKXWFea9EizBAsh4DL16BnxSC/8Q/wCnh4mbAlV8kmAAAgAElEQVQF2hCQvbmd1kEh5nZ6YgVKOdAZ6yDVZg8LNLQGwfFWcueadRv5s1OeZ1+jBnNAjt31i+cwHm9e1jBgD6uuWAGaX81dmOXtX3gOCwbG2ue567qM0Oo4EFfEs9D3pzSNHRP8PsvZkrwycuXr/WuwQBO5wVvjwE4KNACvBbpXkF4NB/EJ014c7cNI5OUFeMUxl5lJbxRf12vBphqsuV4sJ3QWvg3pgNK+1q31MZacqFQzXWBlu0B4bx4KB+6yTfux9Euq/QrA3JP6u4+5neMoNLfSY/X2ooc8QDizvKWS4I6bed6Xtvtn4VjqrvcvlIks0LvBIWtwZSRtnzu8LN8NqNsxrqHcrqLYInUgqF2iw+aVZnP1qxboGm9/Qwv0xMVffpdQjIh3gcRscF4/v/ER0QMCWhR1kZMCXQXr0olxWWnsvDfQvYo0dpAyEqXPYdytCBe8lHMzL+ZxNU9tZCd8Z3YMvv1Q7hVYoI28nUifeF4m49LXBbvPnVg69OlrMLZ2utKxFZ7pvcH28Jgh481aQUdpp3DElvFJieonlJmDTLxh5wpk3M8aYpobg+X9YM9zsQJpGbRuVs5bdSCoeR9YGboz5J4F1QKdtT33Jfx9A3kez4P4HaYHvPAsM/b2M+yB3+uV8CjqXnFwUqArCO/VM4dZgeKFV5j2DCKEN7jjJ3pS5fJA14WpvcGuF5w/N2ua19Wr2Loj5i9ff7a5p0Au0VlxA9vqcWDjNgfEAh2eXZeds3CMOL0GU9r1Nr3oIa+2ChrlbyJc1xHaHoa+XkFPGrvDmAZcehVbv0zpfyhvs0CH33HjwsrWmqLOKuQeI4smI7Q6Nk1jZxzk4r4w7SMZq1jKWc1bYIE70KZlWJwU6AqY3K05WG6nF15LVL8gQjzNH8QnjSy2jLsVs37pY6Ln51z+hiDPNRvaab30wMMpvGyYqZgAr8AsxIDvyXI/zQMT4RVAxsF697EVhQuGO25IYKxAD/SQB8gmSfNGD7wFuqSMdA8iJDiXqeKyPnDjvPBQH9fXsOHjObj7emqSug/pmDBl8zoYeYCsY3Y/Y4wsVhaOVeaYzutbbfOQjkOcOrV3BhbP4cSVG7xz/uoSTgp0BfPpzGHWuzQKR5jodJ7hPv2bLERgm8CNRQk3kLBAIxxgK2/nqBwCvFHlaTqgkRbK6/Y5a9ErSWNnZrsIY1kqi2+erOWtR4R7y62AMbeTiRVY3on9DMPjhtokraAaEOsPP6+J92Zs5D2snRao/LbRQTPOs3vGcqAJnmfSvje3PeWp4eWVd+6xxqPdMMhY6CMrQ3dA9om8fi1XvCh9YvIws4jXYPwOY0WYseQi48fyy71Uq2UMsed3wwB7P1dlneU+NWhJFdVbUFtgomVjsBYDC6NyqrbbrAvZ3KVEp1wquMkti+Q46vzVWl/zOqY2smCMS+Ko905rxsAaV2RDYr4nLxynz9zCMM5/RxSD0HbduqKlqArFtDlmtpnVq7ZJXLWLoEcQIZNKEt20PDcR2gemfp63pe607RqCVyLtU9pPvE2fTNkijZ1lSbVwkPWYsHMvzCHWQ2G1wltJeRlNp7HDqqYQx1ik+biX+cHMMWZfZ95tW2pDXGacKBwbocWqx3I7vWjnw7W1P21waJtSbfOQbSystaTUl5KwQgWbhViJijOw+NPYpfXW0DutGQNr88TSmk2fyPdk57qlFFL8PmAelNLYhfY8wY+I1bs/hcNfB7JJ8pZKz3vTPSEt1k6zf8LPyfimtzxmAmqTsA7G2FJRZ63bo/L92bnn90jpDbEy1PM+LQqHZXzYlsJhH+QYegziMePHyqfYehR1ryw4KdAVIDdrWZgn4+Yc6LQ9FPEiaoEnLy8URCjBAo1vtHEbevvT55oDbQs2Ng90uiGmQRoM2E2FUdB6o6a4lLwC1m2BGhbuJ7fBrSg7FE/uWAdggc6ryzmvuKu53qY3u4uFHvKKskCDlgVX8GVWd8wZ9lo7zf6RN8FOikF+4Oas4t7YHJ5rjc8xb92x4sbuRSwXfFeZe6yxwzNued1WHd5c3wjiNWAHv/eVkTMlhegjKiPSdtgD7YkDvRlmIeeYxWzOTS9YblFAXw40axG0n4m5zEwk7qx4F95DKedmXowVjrGiHHO93RZog1dst48raL1hBhGGd1Ick+kT+Z58EKFlgQ79qteBRZjrh7fY2jmtE6TX8Ty1n4ljBXqgJfdqAHJY5C2VI5zb3PI46DxPrE6kfyJS5PnnfcwP1u78zBvLfCpWIOsbWvcuy5vPgN2fa3mbWWMHRz+bfBVorA2yn3kRW4zHSBbGFujQHS5Xft3IgHOgF+8OA3ZtxLn6WZwU6Apa3OKXFUTo7SPrfrLAuVinzy3S2CHKlZW3s28au9QaM46yuuUQAWvR0dyDlwnN5YZwCpnNk3VrWhZJzrpSV7isfuUWaMYqEvez1Ga/PND1NmtAqAVWznC7TgdlJ/v9IZMpIu2et7h/cds1BG6n7jrH2mzN7AMfXo6fWwYRTpbP0B43JrG3EkFN1rAcaIZmF55Ye6mmTytX/SYW6KiNWBbGRqPLormZfXRSKzxjeOJAb4SWXIwsBcALb/AYa2G1MF1RTJ7YoVRCnBsHUYpMYaW41li34hjRC2Kli7mKWO8r9jxzVfQW0G4To1z6hAUaFo6VCHekGsg9aaQyW9IksbEC9bXZO09slzR2ALWAvaH1oHiHLFhrVgsi7CWW2XEYhknexO/K6+1CFceAXTQfEVDXIgM82KTuIOeTfnGDQnuksnKr+ojrpkXi9Q3ILmNtLHti9jxxyGeR7E/hACipIszR3Orz16PYeg65dCpC8d2CKXJSoKtosfL0okjU4O0j4iZG2+c50KX6loWrWTUtICmXrCtztRRjfMonzaI0HuuGqkjbd1h0tnD3odAsBsvctMsxygPtsjVvSBwTZaoEzD2ZPruUnT6DRYelOiFW725p7DrIA6RPvuuPwfdmHphSmSLicw9rYDfs3dECHWeQ8FqgWblCW6CJ9eatOxkTckhYGlNNprMernl9A89a1IKlDv2QvwUtT71SPhqHOMgVo7mF+uxnaMV215rGDp8TXpl3UqAraEkN1sMlisAbTNTtJkLhLUSlzSteALW8nUk5wFpiu8vW1pwh+huCvN/hd4zrPu0rp9BoPO7LhOYKQwI7PWns6A1OGW8m6KvWv3oQIXfQRGRHfwt0vc0akD55bqxjsyysLqWIlJfeF1yxc3IYJvmXZAZpyGDBgH33zG2XfIq8Y592/Pdf1dE4P5b6SIs2YeRAZATyfA/EbcZxKt4gQsbIwBjbPKLI4xE6WaA3wreGBdrn6ukVTMPlaa2/E5UbCPYjboNpfxT9itVBmE3NskD7hKAnjR3r0u2JwO2MgY3J9MlsQnww3lqxx12Jfgt0fGD0pWOzn/EqURZ6yCukT9Yh1gKV/m/uh36QG4Z+njetbgTBUxO/K8/lMiK80WR+96D1nVOi0jI16DEjUFG1DgQ1WbN4BfodrgOqMkI55DN9YRCPVTx/54thDkuQK9I6FidyOYotf6A9WaA3A8MBy8FuFF6E2tk+9uqfxh+2gATwxFwxhmOGLFDrO1s8bk0ptBC7qJJgDDcHeqkDAaOgbYFhkBW3HfMK4GPMBqJYSiGTehHZHKyNPLZ2MrEC0DpxKlEWQjVtV3kT4w0emHpYoGN3eP+bCNO2awjczthzGHPlsTbbjCZoqkIuVoCz7Kd5sKef2THhL82oWKDJ/Z7xZlgpca06eqepjBGvwYTeNFPejnnrBXu38/gV9/Xpk+Eme9boyQJ9hYC4oC30CtKr4bKuirbb75dGSGSyAoS+MbzM8Eg5D7RlkdR5dLudw626W1M4LsODwVwVvQUCtzMGxEunrDikBdo6MI0MZzVtu9ivrGOxtdOjCJapTj4lykKPtJuxW95shxnvrEwNtSvlE2W1swWa8Yoklj8HhcHrGWUD/bhYgbRvSN2hnHevXN4D9nxtLbMpYdk0dlrdlkeEvaCHgXbj4G5Iuegjsa+fAbKDDiLc+dYouza8V4aLnBToKliXTozLSmPnvyr6WL6xf5Q7fC6D1cdYJpATe4lvppVjLNDpJn3s09GC5tFrWQ8Bo6BtgWFYK3xcGjvCikNbnNb9YukUZQt0+mxA4iolYgWQw5NXibLQQx5gXiB8vNlDgr2+l797rZ21PnIbdjR+EgdvcW16vY6Mos7nRCYNDkOHIMJGj5TWJ6y+tB8lmDJibntt1Jna6C/T43mQUDiiMdyKcsbMJ18QIetF8Mu8kwJdwbdEEOG8MLlyvSzQPhdr6aS6PMflCK4LU0vgWTzuYWA4faFMGozB0AXStrkD2KuncChZOKK/2eWmTyaSnRGOcbm4np4BfbUAoZAuim2zp0Wn3ma7PEA2SUZZ6mVhjN26vT2DrPwNLmOtT2hmEH/u/+1kipWDu1T3VM4/91h5UFvLHj67CHbwQWREjN5BwlqbyUFuGGZruFdelT3L/Lv1LFH2QOtV1EVOCnQV3itT4zK9or0teGkm/YIIR+J6zlCmUF+Uzzh8I4wvmbaht6+PibVRTBZodFNbBMT8PQ+BAw1VkbW91IG2/6puIhRZuJ0xKK8AwyNstIpxuYXr69jqV2LpIebB8k7sZ1pkk97msd4GecBk4WjJnWvBOqCraew6iWXWAxi4nZoFllnrnmEPcpoL4CQPfeh3SPJgh/agoqs6euVtXnIi91Mc87pLMiJGfK9Ab8QxFnGcV3wAZeYYlHaTXCe7wXfIZa93nw60dDMiclKgq5hPZw4fPMsJ84I9hQf0CKaxeF1mmwDXbxwXXhjDDUS44FbeTosTy6TSSdJSZa6wy+BAT+5Wuplu0PJ2xjxPCwwvk3cDpuXienq5fdN+6WVDXlV8nchczkIcK9ADPTxSyGGesVSy8tfayBMrWyfPWwCbrzdwO+NczmwObrdMoXPbb0jhCH0a+CwkWh0I5vlh1TfLK6x9Jm7A4spbdXhzfSOIYyy0tTFxo9vzr8c4ONbyZVigtQvAUJwU6Apa3KS9KBI1MNGyMXpYoGMrCtNmWRmJLNBEH7Fb7/QxsSzQWm5jC/FBJlbcvGnsGOtGeO5VcqA1gce59P2bUKlPIrrHgc5dDtAp7BRVnDscue66N2WnRxo7Jm0hdfMk2L5pzVMpHGClFYwu13RqgXZdmtTgFd2CwsF6MK5iGjv+gI6/T6vuKm9/g9Sk8VqPqRWp4afd0xeDp8f4dCeW3nRKY7ch5knvmMSzQOnYHw1+YRrK+3eS3gJsqnMRGpxylbZRbn9dVudA97FAe8bHc+nBK9SfZ25nDEQBQpTFpb7QFmk9VupprSOGdZAc3BtSqLfiqek44Ixia4ELIkTqS8vUUFNGtkhj5+ljOFBN//cptlctMLnlMhjvXtTbgLPFfhZgc6D1OnrHOGhthiD36XdD9nsm6DmUs5/xjJUrCwd9oPXLgpMCXUELkZ/hdrbAa4nqwdH2RkHXgqNCdZ4gDcR9vOLqGsJCUwotaHlND2PK6WbAbnbeYMVe0PJ2Il4B67ZADWyeVusdcnzkYx0QBzr9fbyxMLECyDrxzisLPeQV5gU6Pktx3rH2rfzZMc+zV+xHXjejbMRBhLFSD6/1Q5sFmrESw56auQxYtzYm5KCw9zTU8quzMRZMQKrF57c8It70tAjiGAttHBbPaT8L9Px94D56OdD8GHp1oJMCXcFsufBwoMmcm14w3MoYPV22LAet1Gacz5ixFs0n3MKsti1UOt9Ly21st79spLE1hhFESdsOi84rDSJU8nYu68cuh+QGD2A3FWu8mZzZFL/P2hyDkkXnS7efGUcpcstZ9KA2LJbeejsUZYfNy6ukUxykzdpZ6yM6Fnkau2EYfBxox+7NWt9ZN/5A1b2MrXcvojMuVNbyaKxjs775fdafDZ7otYwIdeRz9tjGBoEtcYxFPA7x2qAs0ICuQ8dLDd40dmmfajhRODZEmwV6+rwUDvQr6p+H1yRSs0AvQpsRrEwQoSastkhjxwZjpG1zCs3VSGNnuSHrXoFtXPrT55oDjXMLY2+C3S99HeSWNSYCPa7XarOvBfpYL5yIbA1EodmSwmHePClrmdIrO5JH6QoKylQuXuu4rPFwY7eminCUt2MZ8c89en5U6GLsfsZYoGsyQjPqTG1gfWEQ0+aSg5zTAj2Vr1POQjtYfW1BhIxXwivzTgp0Beygx2C4nS1o5tg2tZ3WVQMaRLhQOJbfoX1Bggg1d5lWjMkRmXIal3pb09h9q1igNYG3jEmp3PQJbUIkv828eVI8lwTwm0P47wVNPakfnrxKVK3NHh4phLKzRdCoNZc0WlgvuczzZodZLoT/M5ZMEW7+xmAt0KwSxd3cungF2i3Q2PM1WeM9oLccBq0+eXN9I0j2p/AOJaXTMTQ3kXrWDA8dq8kCTegkpzR2G6HFAs3y2ryYFCe+nGWdY+ANuihyOyOLLcONgwLWlA2kFOA15TauNp30cXJlLkoX4wZN+0papZyKei9oeTsRrwDzPcNYNFM4DrhXIDxVy10+9Utv/+Wx47TlvGKB7jneNX4oAoSjzmXWScvUEHM7k3oiznAPS3uMxZKKj+1hlOiWW86SKRLWeoNMAceYVaLC4QBBrJx79yL3/DCaYfnsnOwqywg7dznWFwZ5kHvoR9wXNqZmUOR/DM9YoXtv2g6vk3jjPk4KdAUsxyoGw+1sgZciwHJs9baPdTW6WPM6g5Cp5e1U+wLlHI4U6Llv6+eHYYA32vhdxJxGhm+b9NVhlXq1F6n40tgx35PO02pY3MYR5xYGCyGWoimtc8WBptdJ5aDZ0b/bQ14hMRGBf7lJ2kIjf3bMGe4R+xGDzdcbuJ1J1h5PvENL3Av4PDvHwuEAQTImJAc8rmMqjz1fy6/O7veum3J3uoxYy06/7lFDHGMR75uxRZ31aNY4y/RaviQL9G53skBvBtalE6O3oLbgDVJbrFwtbfss0LWFtrIWESd8xPoVV1fi6XouUhmGtN9eSyGbG9Y7D3pBUzKR+YFQJAI87rmpH3k9HLezNg/G6Lm0/emTzRaAuIa9ng0LYTNokVdMGjsqDzTsLbCUkcjaGZSozhxoPo1d+D9PK/FnXpo+qTR2BE2IobypFmhy8vlvJjXqm5/D2mf2p1l2iS4jzCDCTSzQS5vqNfeHkaYJ1agQrnUivBLtskA7hd5Jga6AdenE8AoFFq1p7Jos0I6UMSLlzSvOZ8y4HBd+rN0XbUwWWoD+PH69bqhn4fSFNHYtAT+wRecVUzg09y0yPxYls94GzaMzrJ2eAJlaSjmtX2EevHRaoGtUp57jzVKGNFBp7IBmFrcv1r4lc+N0bJtZoAnLWnyFcpLGDpY1bYHJqMuanWM7wu0e1x1T3hj0mh8BW+xnAXaqS72Oy0hjF25IDb9L0tgRNLepfHle8fQYmfvCwHOoOt1EuBFa3Cgsr82LA+lqCeiRtmpWGjum54o3B8a1h9EF1oK6lIZqp1xPbbe/uBPTEz7uYkz7mtZbgzedYS9oKf8glz5lgebWo6UU+izQgHsyqzRYOy8uWKtIfd57qVsWeqTdHAF5sOV4W1SI+F31NmwgmWZiTFfepxY5PgWcz6izUBiw50eSwsFkNBgVOc/OPT/lQm+I3s+Iw5i1NixFscX7XUOcnz7NBhPaHima21S+ZoEmDycK3RIBTeGoeBeLZX3FPj1gXToxvCcoFi3BRC3ui9B2qAfB4iYuKSNr114vvqQ2JqUFx0ToWsEY3iwp33pp7BTFBciawfAy+UCUYz8UxZ6zQJfngWUJ83Ogp8/aOtkkjd3G8mDLNHZ2SrBIpjitnbU+wmMrC7VrKjf9fhgG+NbaVpnCKOrsOsFpKD45n9cR2kX7F5db10fuZ0S/LQu0dXjaNI1dNA/idxjLYj6FYfnwFP7SM2OX2s6GY7gqS5f4lIE9NcXoQZFA4I3IFmk7fYlEAgyOQK8rhbEiWMvbGQPJtat5BUrZO5gDRqxExYrbwanosJsKu9n1RjmNnd0vxiLICseSBZp5VbV5YMmJ8N8t0th5lahamz3kgScXu14fp0RYdcd0gd4XXHnm5ChrVzMra1xGneMnruQ6lCjCYxcfHph+xXWItM+Ppb5jfzruZ6u6LUNN9rvLSGM35hboKD7AY2Qojd+W16THYA+0LXLvpEBXEPhcLRZoTyoWBi2WqGHow3nkeU12mzH3ilOu0jbK7cflbMV7kEYL9GF0H3DYlFPMVdFbIHA7YyC8N4aX6b1qd22BZlM0lbmd82aXlzv+5sKZxq7IKXQqUbU2u3Cgi+3ohxq1PpKTaqcEa7d29uvj9Jkfqpi0Xez8XdqeZqQn1RwC5lrkuG5vyldvEGHtKu+e+1let9bVYVivdSQlpBexISmev3l6O6ZtTf7HcPPL2TnhDNj2yL2TAl2BxW1EwGZR8GKKlm2xQHdw2ZLXIsM3ERIcaOwmQs0CnfYt7S9vgd4N6cUAXq6qJ0XSq+RAB25nDGR+MBbBxbqA9amUxo5L0VRxTx43m1Uau11QoLnxQdaJN5DMbLODvDoA89Bz8yRLfSllXelhaY9xIPonYs8J7hISf3DZTlmndjseCzRft3fuuedHoU8iffezvG6tr1oqNWQteRGvgdDsbkhv0GVjq4ZKvNCyz2L1tVyuM4jHyHJSoLuDdenE6HHTHwI2WjYGw/HVwCo0UHCUxJvd9ImlvErLoO2XXLAcp0+/QbE15RSTIulVUjgCtzPGPD8K5UKPr3IQYW0eWArN4oUirSIAdSk+aPZAj+wUjBeIS2OHtW/R5mK6S+8Lrng6UGoFXSzjPlnDgqeKkJ4aR91svMdSR5/5EcC7/9NyJZQpHLbs7HnbaICVxi6WxbwFuiYjfZ4aOjML0UbcH48edI0vguP8/HwnIj8tIt8jIs9F5Cf2+/3XlWf+RxH5y/v9/r/Ysj8etBD5e7hEEYwNrlxGmGrgXWjTZ+2kmgtWxgqL8G3TLBzhb4plgHg/sRIVH568+Zm54Lrt3H0oArczVlawtGaMlyEtU4N9SQHrmq5zoK0DmEjkriduqwv1sm160UNeYWuQt0C3Bo1Oa3P6ubdnkJ1L4dGcwuGVNSzYwOieSpRVt1dZ6jU/Anor5DFKuoQeP7KdTI+Vxvgdxt5Az7yueZZFyvQuq48MPPEtoRyLrS3Qf1xEbu33+x8QkZ8Skb+oPPPnReStjfvhBqsgxmC4nS1oCSZieHcavApNMTjqsBasDAcaonBEHSjx3jiLyrrfs5u25QCG5MBumKe9oG1OiFeAsQiyvEBr/rDXnk/rpHTo09fgzjkPkHXS4nnSsMgrfx2YF+j4bEPuXAsWbzIenxaLk9rHA58SUSSeE8d+CSFrGnK+1xSdpB1yb6HqPihjQs491rNTy9tMx1jM5erPlrjyO+W9ISlAvZhl9WFM3mGsTMa506E6pUbh4KgV3gP94cAaR3xzT2R7BfrLIvJzIiL7/f5rIvJ98R/Pz8//hEwW9/9p4364MStlHg5052hvCy35f5m8nRp6R0GLpN/HkzO2dM2zTuEIfdMEG8sXPPY78BwvuOCxpG3iet8thS0K9Zr0MD8KEwTJDR7Afk+LsjMSdYjUeaMWX3BWlsI8gLmVS18t9KdwTJ+HLvKgfohlLNCteXlji22LxcnqI5svVySWDcffM9xk8R+emLgX1tLtrdubSoynXJTn3lIf1j4lo0MZpW7tvS2yE+sLg1hWxzI64UaP3Bzb7SqGMVJPaeFAM+9slgcOubcphUNEXhORD6P/X5yfn1/b7/cvz8/Pv1tE/iUR+RMi8u8wlT54cL9jF8u491uPRETk/v1bdLuv/4PHIiJy9+7Nzft8/drO1cbZ2U52u3VZtK4nLyaxcOfODajMs49fiIjI9evXCs+PcuP6mTx4cF/u3b0pIiKvv36nWv/NW9dFROStN++az77xD59M/Y3H5Nq0DG7dvr4qd+PGmYzjCH236V0O8uDBfXn9t6d5c/vO1P+bN0vfV0fYYK8d30UJHz1/6W6nF27emN7jZz5zT65fOxMRkdu3b4hIeUzefPeZiGBz6P5xTWnrUSv7wcfTe7l1axnbYHFh3tXZ2U6G49haf98pf79375aILPPgzm1snbx4CYz9IPM66YGPjzv8rZvrdYC2cfe4Xt8orNcgM7T1luO9Z5O8uAvKl2s3Jxlw40Y6tsMgcu0oI+/fn8bEI9M1nJ3t5KwwN3LcvDmtkzAnXn/t9rGeQXZneD3Xb/jG/mw3yNkZtl+M4yQD0XauXdvJi4sD9PywG+b39loYk9e4Mbl1exrvt9+25YvIMn/vV9q5d+8DERF57bXbUD++8fgTEZnkXO3517750bGNddu73U522Zhcu3527Ptrcv1aXy36zkfTurpx45q8OMrDb3twX958b+rjnTs3jmOPy8hr187k4nBhy8hrOxkGfH7fDvv5W3flrdduQWVCO8x6vDW3c09eu3sDbkdkewX6kYjE32K33+9fHn/+V0TkO0Xkr4nI7xGRT87Pz399v9//XK3Shw8f9+6niQ8/nCbU06fP6XYfP/p4+nz88aZ9vjiMcnEx+toYR3n58iIp++DBfbiub37zqYiIfPzxC6jMx59Mw//xc/v5w0Hk5cVBHj58LB99NAmo999/Kg8flif3s2fTsx9++EwePtSntjYm7x7H+JPnL1d9evnyIIcRm3OfvLgQkenZ0M6jx1PdL19c0OMTLLnPlX7lCAq0p51eePFy+v7f+MZjuXEU/k+fPhcRkQ8+fCYPH15Xyz16NL2jx0/q68Raj9ac/fCD8Pwn899DSrkXxLsaD6O8PNhr7EU09jGePZu+f5gHzwvzPkboY2nsp3V/6Dbe778/reVnH33ilgePHof19ZFZ5oP3pwPTs6efVOt9/5vTs6h8efR0kgEfZc+/vJhc1Q8fPg1rosIAACAASURBVJZnYU5+YPeRwScvLkRAGSGyzJUwJ548md7ZOIq8eIGN58VhlIuX/rFH5/44cu2MIz4nLy4OspOdPHz4eJYTH37Ijcmz43h/8P4zeXhdVzLj+Vsb+yCLngCyaOrvND+fAPrBBx8c5/0z7dlxNSbPjzL9vfcey1lnM3TYLz7++IV88vylDCLy7rtP5HEkiw+KbmDhwYP7cqjIo08+uZBhwNfJJ0dd4d13n8jF8xdQGRGRF5/osth+fmrn4buP5fmztY5RUsS3VqB/XkT+mIj8zPn5+feLyC+FP+z3+38r/Hx+fv7nROR3EOX5stESnNU72tsCm1EgRo3bWQOSOi5vLy5n1bnLn2f4koUwBc19W+JtxmNY+44x92oOHpuvcHZw6LP+Fdu+AkGEpUtqSu9u4brV20DySmt1J+N9CP3F6gj1XBQ6aPEFvfMACU6KYwV6oMYPRYDkemW4je7LF5R85Et8wvHdYlVW4Q1ayucExx/203eYIEJXrABT97WlXPgdg96Xc7A3hnpymqM33m4Z1xLHWKjZUA6jK9C6tq971olnTjCZS1pi1bZWoH9WRH70/Pz8qzLpAz9+fn7+kyLy9f1+/1c2brsL2LRZMRhuZwtYDl4MhndntS3C5OGscdBSzmwtb6faFyjnsMLTNQTb/EzlO8bp94LBoC2IcJBhQPnfx3ZfJQea5JevyzE8d/98Y+sQmebNywt7FlqbzaZBhA2xDxp6yCuEo87wRln5a+XlnXiRbXxbC4eobqiPRhAhxx/meJ5p+/i7Z2MFUHkV6l9yYPv5rnH5Gmp5m8Nve+1nSd2zoUaXE/l72zKuJY6xiOdSbsxgg2NL74HmVBP7QtoOybVuiFXbVIHe7/cHEfmT2a9/RXnuz23ZjxYsk54v21tQW2CjZWMwVg+r7VAP2p6I/U5yIcOkCUL6srRvtxljpzxvIVaiVunLmgJ+6s9dBQu0bt1HxoTfhNg8remBiasj9LG+OejlRHzzoKaM9E5jF/SxpouVBB9vzLOSlqnByp89jsvfwkGhxdK+qpscVxErjd02babtY1bi8AhlNSRubk0sn/PvWGvjsd1OQYRbXjddT2O3PvRtJc/jfTW9EXJLecXWd1yncIkJXkv3VUxj9y0P1qUTg3HvtKApjV0l9Uy17fmqc+7EXk8jJMknkmKmpAgHaGNSogVQFJJDfLPW9Llc4VwtbvSXTe/26jRoTTFC5sfsZaBoOhg0aydbhwjgnjzU0tjx82A3lNOaea9zttBDXiHXWmuHGrM+p0KjpbFb54HG6qyB3bAXJeWQ/J9NmendvIcBc1ezV5SLhEwMuAV6kfO+uddrfsx9Ir8zkwKtlCJvN6zr6H3TaIzY0qynXw1zk6mzLq9Y2pwIT62gL/8Rv9w7KdAVsC6dGIgbtgfG0e/mqaWeqWG5bhR7XrMAx8h5Xx73fmmRsi59xrUYH2Ry7qs/zSB2wFmuSX11CrTG+Q8p0UrdWjipuELFpjU7KOPNut3LFmi9vjCn5nnQ1erd173rdaPHmK37BXngW9OgQmN8h8Q7dPxdz5sI2XEViTnQMn+ickakQabsMEV9dMgUzZJq4RB7BSr7ggV6flTmHitHOQu0Xfd0CVVugd7OIBK/h9K+xaZnrKWx4w5jPsWWjQlb6CxUM1NZvsinCy2u8RbXAAPWAhKDEXgaZuUTvmFterIqwLIFTW0sgLVTu4lwp3wHZrONlajc0r65u/VKUDi0w0n6Nw0+HiHap1AutkDX+6TVU70kQKkunwccB7BEdaofTFgwlmEL3G2gSH1pmRos2lzK8+xrgZ4OMvjzuccl5kAzim2b17H+nEemcDSUZUwYXnxax/TJywO7TyKEh4uYSyVdQjugtyQHqCG/iTC/Qdcjr+oUDtYC7VunrEeeoYnmOCnQFbQIq96CWsN0gmxT0HpYnJjmh2EweU250GZ45IeZLlBuWyS1SJYEGzOGqiusUdGpCaWAeRwoYkJfaMoqsgkzihsbma65hj2KQe0gM476uw+/uejcZqsSZbUX1+3Bchi1saUF2toME57nLvyunwXas2FfZHMZlcWt8Q7DgHl75rGkvSbYe028ApdsgTYpHOS6mmUX8T61uodBox1tS8kLe0us2IZLyOa5SdVXv2zKEyvgCiJ0HGhPFugNwF4VGoPhdnoRavYqaDVuZw1sGjuRMgdvSTGWWqB7KVe6khf+pgs2pv3FJZm5wlos0AS/7hUyOFR+O2LJWNII1dtAropO+zR9xsPntUB7UjS1zIPiOtnA49DDAo1chUwFEZIxFst3SH+v8W37ZeFgD0bTp0bhQPaK1vRmuwFLXeqLFcDkVag/56VvH0Q4fVrNsHKUSYFWM9TkdfROU5kjeDzUIEKHvNpV5i/7fXaCy4kY/PXzvrknclKgq2hKYxcWV7eMo2v0EKZdLNBk2hjTspZF8TO8TCiFlrJYSjxu9jrt2SUZNklHMEbaX9RadHxvr1CDLlI4iqkFp0/mkNTCefTQH2pc9DglV1JuTmd4SP6PtmlboP1yqdTeVLe/DoRDyniV2LGyrNtxQJbX2mmBDfYK72aZE8P8ScU7eA/lYOpSD9ca9ZiF+nPqgN8CjT0PW6DptHj1Z0trVtsTD2Pf9Z0jWIwTC3S+bzFjX5lXbLrHIUq1x2Ak31tLrNpJga6gxVXaO9pbw+Jm85VnBJ7ePq+MlNrM3YaUBZhIoaUqeaoFGh9DLRijBwcaa3v6fLUW6NAXRVktlLNSj2lg3cql8e4d0FeaP/M8oBL824cnjxW9hh5pNzHKDmGBpi2Met3x+Hjzy1qwxr7ax8y7uSU3OQaaB9rnqRlkFJx2llM4XnUaO3Y/Y2gGyz6j17Pi7cvWFuipzTSdoD43ofqkxoHm5J9XfzqlsbtCaAnW6eESreGygtTM9r1CtuJCW7tbgb4QKbRQni5nLVNcYQ0UoNA+lwP71VugYw8uMj8YAdYjbZU/OKpigTY2RhHfPCitky2CRntyoHuNt4+vXvY49M6OxObrXc+JIDO24yan7W8XmDzLS+DZNGakzQLNygM7iJ2To2yMjIg+btrhiT2YsQjzIJ6/i3eE309qhyf2QODVn7wHWo/cOynQFbRYehhupxctFvKpXC/OI16mxLvO83BSFmjACqvl7SwKNspaprnCOhxwIH7d8vyrwrw5Rf1FNjiG/+jO0xpV7Tl01rjoVoCMdescghKnMI8V6IEeB37m4hyKh0u9tzSbRV5Hb8PGlP+d6J9kc+L4ezbewTv0mrVTb2fpF143NrZ58Ps8JmzOX3fe5ppnB2s/jB2XPUXrlxJEeNguC0fox3gYkxz2+b7lyttsGcfIdeLlJvPXzy/lWJwU6AoWHhhftne0t4bW4DHm+lgNHi5mqc2cQ9n7mmfdAh3+pilA6+ft9pf+zid5R/7fpH2Wr/jq9Gc1byeSt5m5Qprlf2rjHXSUXinlQv3aV1wF5dCcQtuaI9LXAu0N5IqBpZLEx3vM5AGC3HKfH6x7Z0eiLV6BF5/liN/tOCqAW6aQFugtMhqEP68utyHjhXpQutL6OHnNxcgUDDWKnB/HcdOYljAP4n0rD3r2cPtL/HI2r3Qox8CKR6m244hVOynQFbS4xhlupxftFuheaez8G1xaX6oY1E61Wl/Yzbu0UbBZQPJ+tx5wUA9B6zzoAZZfHkAdUkjFUe8Tr3zW3JOWBbplHpQCfFuVKA09KRzlrCvhWeJQTCpxOkUrtbJ140ALeXFDJlPiuAnU0zU9z/UzALVAe+YYmuFkPSZ+ZWkqjz1fkzWsHOViZOy6tQN6rNhugWGY5m5Mrcgvw2JlpEj5cOKzaPOHqsvgWoucFOgqSm6XGnoLag2twhTl2FrwchSrUdCSWqB7Xfs7KzTRabPkqmQUeC0Yo5nCcUmBRT2gW/eRMQljXG+D3eC0VJK+Q9+xrNmvSho7F23EnvdbprFrkQdIvxaLTx1eJS7N8778Pq6rG4WDtUAfH8158axiu31gcn8laql7+lws0GmbKBZLNqfw1rPbYO3nB+QSSu9TOzy1XJCGYMnCEXlOZwv0YX4Gr2/6ZI0Mpf5N9cFFpufJAy0zhjlOCnQFLRbo3oJaQ2s6K5R3Z8GTUqlkacktdR4LdOn0ufDSYwW6LNjiZ0pQL1KZBVG1uNFf7vCwpcWiBi1vJzI/GAF2ILl5mkWMrSOux+ZO6rlHW+bBdHgyDpqNBzMNNX4oghHI2zyP90a5iIchW98rRbXd0h6DzW+7uMlTJWWSi/gaaDGacO0w1rxj2Ur9ed0ML16vB3u+ruRx35mKkSnEQWiHp/hegS0QYixizrB1uMPqK++VbLCt9x6Nw8GpqDv0oJMCXUGLq5ThdnoxK41OjkAvCzTLk7NdaMeFm1+JzSiRhVmt5e0s5uekXHRRXtMsmrmNA72Nu7U3tLydyPzozXNX626oQyTmOlr9Ks8fVxDhzt6YkXzLLJjDqoXg2SmOt4c3SnIa0/W9/D7uWy/P4JT/neufyHpOoDn5PfmZ8/ahdx89jwKncBzr3uVjAjeVtIO+C4SnO/UHlS9pP0ooUzjWh6f4XoEtEGIsYs5w7jHz5FO2XgWb19qbbnL6PvjzLbFqJwW6gpbgrN6CWkM7xxbP21lqn+dA1wTY8mz8+9a+6DSD9G8xvGnscovK1u7WLVz6LHR++fSJjUm9jXl+gH3SrJ1LHcycDWXtg1+RQ+9NC1U7aHYc72GY7F1tB+qlLrud6ZOj7OB9GAZJAoJy3rzX2mn3sS3qP/wflTWIp63c/pYUjumz9mpzz4I74wI5P2qyhk+TyRlYROxYm7yO0fBq9UI4sCXUw9Xc7CsjXXMJLzI9P5L9nmPVTgp0d/RIY9cr36gGZMMqYZ70ze3jZSYLtP43K+UUZ4W1nykFlbWmsYuVqPD58pLyQLfOgx7QqBgUJ5awSMIcaMXa6Uu9WLdAl7K4eOZBOdj2+ExnF+8wDPSGFYPhvHNBhOzBI65j+lxboOEqi7DGvtQ/kWVO5BkQav1qzbgzDNsFJqPehbxur/eDnR+1ucd+Z8bAUtIl9EuotpXnYR4keaBXc5Opr7xXeteJxwLtUdQ98uCkQFfQYunRFIreaLVEtVpj3Dl1jXdiBvwA/UOEqZa381Dgbc6LC+FrHuINYfpsTWMHR+Y3Kuo9oFmRMK8AfkjxWpw0lz5npQj1GPPW4MG2zIMSV7XV82RhGLC5bqHE85zbCM9uMN5T26m8sDjQ/YIIR2ojDWM2pzac+7XUV2tver7NAl1TTJpiBVALdOOYzPMDfH6R/0Z9NKfasz8V6slk56Z5oI8xFodxOYjn8spjgS7JLFdwH3mit+JRLLTEqp0U6ApagrN6XxmroTV4rMbtrCG37kBtFi1rqdD2pAkqprFTLCQliw51yYdigZ43CudKwy3QbfOgB0oUjnJqwfAs8T1BSawGEc51QFUk7Wl9HMeJJKBzoLM2Sat3bZ30zhO727XdTDofToq52IdJUd9oXuf5s/M502JxMvvn4EDnshvdL+Y11SBTROpeR1esALiW8/fm3YeCtbHFI5XWd3wOtkAf6wOeLfH5Na/IOG4rz0OMRcwZXssrfl6XZJYnr7QnjR0rL0I5FicFuoIW13hPQW3BY6GJwVAkNGyWxm7lbkUswPW+aAp5OY0dtriCErWyQDcGEaIW6LFxHvSANpdedRo7zdrpskAX+jjOz9jlvGns0FiBXkAVWwuzYlR5Dg+YW55Hkdedr++eFmjfXJo+12nsWOutX6aIEIo6FSuAysv0ee8+RCtLVZoBa4GWY33IYTAto/Url51byvMQYxFTK9byiqlv+izJLB83Ge+DN6lBXJbBSYGuoMU1fplp7LzCtLWPnpPqMAymm9h2t9brRd6FJvDKrrX183rb6fPzJvkpSmOnuTMhl34QYExaM3iDW1s7fZcEpGWTPhWU45Z5UKY6ta17T5sI0H7B89q5kZfWd6vXLemfay4dlZRVGrtjnZV10BKXIxJZGSuucV+sQKi79h1SRce7D7G5kmtKHitHlxRojOyyDTXxmLBUBBbBOBNTK5YbdPk80NVr0sl0j2hKxKQNh1xsOVCfFOgKPBaQAIZ+4EVL/+Jy3j4uLluizYKbeJRUgDGWiYPU38MiqKNyJdcauNnmC7clfVneXyqIcEvSXAWWG1KkvAnXUkvF8Lj0c4ukt46prNan4zOF+eNNC1VNY9d5g0UtwxZK72LdzpbjrRyYhJcpm/QvmxOzYk94u6bnmZ4uGEDXODqWSd2kdbtHEKFnHVc9oHBaPDnWV3+2tFdryiKb9o1FoAfG2T5y7whDEyrpOyWam1mfg8Lh8cxpOgFcli/y6UJLkN5lpLHrEZEd1+NvnxGyOAeNVa5q3dC+b8kNi76ffLNpSV+Wtk/mhn11+rPK4RzHUQapeAUIV53nwJjPtxa3u8WBjp9Jy/nnQXmd+OVSCa154VGrJRwc6xwrNQ/0zPPsaYH29U8k8s7k3OwKo9Yzf2Og37/JU1N5LpdXfgu0z9poNcPKUU9GmVK6y/ygv6VDMRyWx0hRD7K45RIdVUYePzkLNL9OfVl70rIMTgp0BT0s0FumseuhoIn4++jaQArXU6+js6dPZG4jNxBZgipuKwZrFVqsSdOnh0uWtg9a3xs31R7QNs+DYO58EfR7ejb1lJbg48kBFujCAczHKQTS2HUeb/TAZgHtV+lwkNQn3ve2Hu8VVaKjBZrqn+QW6KOxwClrWIRiOC2tvwV6na7Ud6jxpyzTG2LlaHgK2p8QQ02cv5w8HLAIa1C9Qdcpr0T0w1OLYstRONK+YO34D9QnBbqClgsq5kWxoQaNuMhLaN1MPFftltJz5VcBM/ykOAtGqW2RjKdbsKKj7yevoyV4LG0fu2r9KlykovEBkWuOGRcaclW0Vn9C2Wm4JEDj95XWQNNNhEOZTxj3qxeGwtpEQFmgkXntTpMZ92n6bLV26v1L60SQH67DJlyaY0mbDq9fDF7JxetG047mwe/efYi9tnnpn9Uv7jsPw3QcYuhnJUNNHj+yaRq7o2EhVtRbKGclfWdZJ1z/REgFuiH40ZPK96RAV+BJUxTA0A+8aE5j1+jOzKkLCKY0U/rf8hRjTP/GUarcNT3aOfxt/TydWmoliA7H35f7buFbKo3dPN+X3x1GgA+rXAFuAbkqOkdu7VyuKMbrKM2DkoxYFOhjUA7DKSyskzxWoBdKvGsEqMduN9SpCkl9TIzFkK9v/XDbQyy7LOS5bFilcuNkDQttnert+A59U1mubu8+NIovt3CNGsVy2jELdMFQo8TaIPtZC3bDECnKknzO8op8DyK6vtOWEhEu4lobTCrCVVlHmU8Vmm4idKRhYdHqymXc53r7HisFwO2UYX4W7R9mgV4vlrIFmttsVhaVDmnsRsE31atA4WBTMXE8wrQM1i89iNAVqa38DXHNeubBTkrrROj6EOSHDRYoPYbl9rNWxrjudRq7tO4WtGzYuXWdT2PH9HQB+v23pHDkdXvHhKU51HMVh37hfUDXTOl96jcRchf0sBiGwhxsuERHexWedcLsC3M7jgPtKY3dhmjhm/UU1BZahWm3LBwNLla9vrReLOBorF5trLkKS0ITHcPVJm3wHFnM7Vee2yqojIF2YEQ2uGVM6m14D2zoeFsozQMkiNCXB9o+PG1F2cn5wyxQeYB7Vo7PE33IFZp1fAIuU2poCbRb54GePrc+LKMWeE+swPIduLq9l44hRhOtfwdDovqC4tFc/XU5EeoJWSu2TmO3tkC3yKvpsyivqP6F+vAyLYr6KY3dBmjJt9pTUFtotUTlFjIWnhvWSif2NZd4+j262cLWToUDXczPWVWgrc0w/T+L3CJgtz99vtqbCENf0neLWCNFQAqHi5uXWSSddcRlkz4BFuh5HsAtljcQDxccwcS79pfnONDAeDu9BckcXFnZpt93sUA7D0ZT++n/5wwINVnTITCZa8dhXSfrXvYhuKm5Hte7t2ILXAYhTPkq8eXzOdm6byCYDrGhnXxt8O3v5vm7/pvXkyTC6SYtHOjRIfdOCnQFi4LKl2W4nV4s3CJfee/JP2+fz29rWQCmz8CVYgJ+DuMI823VNFdF11q57byOvB+tfMUtrEW9oeXtRPK0UkGE2fxAsObEHutg5mxhHErvPv/u1JXPBU6h5zpyBJPV2y+v0JgMnDe6PI8i53Gv1majzGvvn/7/Zb8ol2+Nd4DT2GX9Q4Bbt9O++C3Q3jVl1cfLUTanuTZs+T5XupugF2IZmqdfzfuF1Td96hbotB0EHm6yJ2atJaj4pEBX0CKsPBweFu0W6OPkcbbvTRtjvZJcgDEBPxhdQFfypr+tn8eDCNM68vXrt0Cn9VvY6mY6BtrGjIyJCMMjPM4Pol+5i7XNNb3uY2kN5r/iLCN1pb1GWWLR6yIVhLbTmrmgVHeyvjNe5Gzt7CCWff0b1P/z/GG8zbS9UA8q0zhrrIjHY4cfovN6XNZG0wOa9gers/1a+tzy20rTQRDL0LiVuEnKAo3IK8dYndLYfQujZSL3FNQWLiugxIKXk2q12RLwgwjT8OdcyZv6pQk2TLDndVibJAs8N2xox9VMF2gCD93gUMXN62JNKTt8HbtCQDByAFv6wisjJaW993ijiq0FVB6UcsGn9YV++RUa09rZQTAv1Bx+XAPyDAhbW6BRWprLjU/Lq0zOk96PcWTffbl/vYPiYxwKAW754ekyYlriNRX/vDN+rtc3fepZONbtoP1jxFGLon4KItwAbXmgL8MC3WaJQjm2Frx5WkXKrunFkhv6V68XoQtoeTtLvKl5cdU4yEZAUID7pshQf82i0xis2APauKI3hW1pkZyujsc8DqX+iRhztvDuW+ZBybXYmr7SwjAMTYolyi9Hx9uXiziVZ+u16bN2lvrnGdeAdRaOmvU2lMPbTNtL6zHb8cQKzBQ5pwWaHBTWAh0UHqt/PfKOWyjx5XfZmGy1vmNYlmZLsa7Xh8grvn8UB9qhD50oHBuiJTjrMoIIPdyiGCjH1sJi3SHaLFha1jlb09/X+oL0I+dfliw66BhaeU0DvPk8Lys3bA9o44pGyaM8Qg83MLd2euoorZOFK2rPH+v/xTaLLtHps3ee2Omw4S+PWi2nNYgfmDglzrBAk1dmI/Dlt9XnBC1rvDIFNOx4rIZ03vxVDmy4qbkd3zrWG/LIUfa22FK++DyIcEt5Hvcj+Tlq0pcrf/0333vlDZDLvIKLRNxtvEzASYGuoNWVMoCLy4se/Yvroduf3VIe10zd1cNdpIJFZOdjgmVRqFhU5udTa1JAu7u1/NyVSGOnjCs+JmgqqLQtrF+yuiLXU4eI5Z6su2at/yNtllLn9Y4xapVX4zjKIPXv2YM3aiHPn21ZO3uIZY8BIf8qudeKTZnJ4iqlsWO/+7qevrQAL6d9izR2bD9YWJZmvwV6+mRTfdb656NwbKuoz2XpEp8yeDbbGK1BOTW0Bo+VuJ0IPBtcSSm0BKuVtzPGRBfA2k+CyhBuWqVOTUAkP9e7pQLdWMJfX6UFWts8Ua8Aqrj5OIppyrTewrwkIyxliWlTWyetSpTZJshNtnAQrE+41c43VqMofNJwOVPIxNDBNehNs6f9n1VsvUOPXhzhijeY9xPOY+a+iRD0cM39KxyERXxyFJdd4fm6oWar9a21KZJZnXf6M/X67DH0rBPPBSe+Ay1mpNJwUqAr8NzIE2MY2oJyavBMmBg1gVJD77vnc8pMLW9nWha3QJfyxMbYFfqatK3UEQvhVmsRyld8lRZoLW8nPiYDxHP3UKpyl76HX1haJyUZ0cMCjcQK9EJ+6QyL8YBxUnHe6PI8ivwgl3OGvdZODd6gVu3/JbmYtpkeCFigfGNvvAFSt5U3n517aIxFQE2e+vYzLqe5pnTlY7LV+o5h7U/xvPIovOVc+Xj/PIqt60CblWVwUqAr8LgEYqDcTi+ac4L24kB78jsWLNBLblR8EU3WTsT6lY5JiTel5Ta22o77K5Ip0+483aF+bLPbMm9oDVreTnxMME6qL09rTiuZPlkrdty+1ieNB7vOB+5pc/231nVvIT9ssDiM2BxkMxdQ7y3Ln52vjdbbV2N48wYn/8/7VVkHHpmrtV/7/q54g6BEVZ6zYka2tkDX5Kk3jzBGR7Lrzr+/x7PLIs22sfw+sUy79nVbRlJULMc9Gh4DS4sOdFKgK/C4dGKglhYvDo03kjVboF0u1ulT2yjyEyRjLToQ1q+UZlCyQGOLS7PWpEJp682urZ0e0OYSGiXPcmJbouR9FuiSMjt97hSL4Nra6LGkahsSXx8CVLG1MBLjvR3nXVdGcpnSwzPY0r/5/8fPFlnDAP3+be++ZoFOn79sC7TVjM9Sih7+0z7kdYgs9VwOBzr+2bBGO/Z17fDUMpeYOXFKY3fF0OoaHwaMfuBFuzDlJ2mMprQxyntZXLZ8/5A0dlP7uZJ3/L3yLOreWepoF0RJ+0EowW7dVweNbjOCV+3mqccseNOatVugj+2r7km7Tz2ycKhtbkTZmRRbv7zy0qjM+looYjOfNPNqdbRAe/qXHKxFUSKraz3U4zfqiOAWaN864er27kN0GrvKO/YGobXKrjxdqyeFIAtrf0ozcjgOJwV55eOr42V6p9Wt4aRAV9AjZdClpLHb2MJpweNOHAouk9w6iF4uEJ5B+baaBVp1rRWuU07bPi7caEXFtI328dnWrdsDGt0GdekPYFozr/W41QJddk8en1Fds1lfmPRKJat31q9e6HEToYdGZdfHy991SrB0vLtaoMUxH630YaAruTUDyw7M1exyu8PyKpfzvn0INZoE1CzkPWIsLJTqzq/B3srDFCNNV6cr09ThpEC3bEn36Asi9LQDF1nK8kU+XeiRtL5HvlELrzyNXYOVgktjB2y2guYcTuvD0thV2lYWbmyVb05jV3nuRGr+kwAAIABJREFUSqSxy/oSfkb6hPMIj21Rm6ZlgebqENHHoWRZaklnWF4nbUqUBdQybAHlpG5J2ck3xDVdoJ8F2rdhLz9rygp+Ccm2FmiPp8Zbt3cfQo0mAVqcRlofZ9Ge6gT3J8ACvdCOtlnfMSzaRutNhEUjQ8dbIzWUMmpZ8GT7mMvSJT5laA0iRDcKLy5LmFpo4zZp9emuPeiEf8At0EkaO0ABqnP61nV4T/Jp+2kfLVyGxaIGbazGEaP3oIqbP09rqtR76ojLpn1Kn0nLlf+PtFlW2vuOd6u8QhUaVulgNqp8zeTjvdz61i6YvWn21J/JFHBby5SWbDWXa4HGn68dUlAPSlpnO58/71d+r8AWiKuuHeqg+gopcVvoQFtboE9p7DbEbL1wlke5nV4sE8ZXHk3TZqHlik5tYeRCm3G34gFMKU+rpIws7Zfr1OqwfmaAppzyjENvaIrJAbVICkjhcHADc+u264rieZ0ofSIs0EyswLxOgFiBXmhVLpmgUSxtIX9QyDfEPNAaPRQjaEmzZ/2Mp6z0Df5y42F/RR2tez0m4ffcmKBGk4AST1eE51RPdWJzqZjuMjs8Ldd+c31hYKWx86ZfLcmONkMbPidaYiY8sWonBbqCoJS5FSCQ2+mFh1sUo+UWnricKziqtNB2+bP1euEUWrvcIpm2pfWVvRggtJPXw4LnRb5CC7TS13HE5uZuh42xb1Nvp3CUrgAuvXsrZRnTZikPdPc0do3y4ABa8HAL9PF5ijsZ+pJaoDcJIgx1Ezup5SKvXTMd4LGyxWCDCH0W6PJz+ZgMw6RC8hQOMo3dzP8u1ce9VzTOqZjtKeMPe1IIsrCVZlF/X62vMH9b1glF4XDJC15Rn8vSJT5l8Lh0Ymx9E2G7MJ0+AWOQCm/aHxF9YVgBP6i7F7J+iZXGbv1sS2opryssBu5uDc+/OgVac7lxnFhwjIW3ZGjjTXlNCu7JrSkcbJstYIJ2NTBp7EbxUaOQuqe+HPuU/Z6RKTXM697B7bR+9sgaBnhu+XUfa0Cthpq8GoaB2ofGcWK89kyzx6bFm+oE96fjpxpEmI3JVus7hk3b0JXpen195dXikSEs0C55MX16xMFJga7AE1QQYxj6cO0stKYva7U4eTjipTZbAn6YFFpxYGfpEIIuYk1A9LiJEL1q/UoEESqbJ7ohodxb9KrotO7UNew5bHgD+vI55dlASm32Hu8e8gBdgyJSDa9u2XjXWTjSunpQ67wekdLPVcV2fr7NAl37+m0B4nzdqCI61xGVQxEetZrx7Pew7Cq8z9Wh7xLkOUI37HVba1vcCV6m5UDrSfZwUqArQJUyCyi304v2IMJjPU4T9MHBxVxcrEp92YGA4WiPIzah87ydJd5UjTOX12He6NRoga5zCtvmQQ8MyrjiWThAnjt4WU5ad2rtbBHmpau8EQs05W4WW9HZmsLRIg9Qj8P0fH8LdJ4/WxufHWntrPXPE7Rk/YyvdbjJrH2h2vG48T2ZRFBefN4/1ngzFPrHcqpFONkV+qDVIVG/tHsFeiM/vOR9yX9fr68gIxvoQMxB1+MRz3NwMzgp0BWgnD4LKLfTi4Xz4yuP8u7M9h15UJmcuqhFjMkXm+ftLFmgUQ62xoNNLNBejjrMgQ5tuprpAm1cDyCnEKU6oTz3GLm108MvLI1DkLtqcNCQ2kI4ZUSObdrrhMkrjaA1iHAU8OIcel47LEqzNS9tc3qmF4XjWJ+Dczn9vP49LGs2jnvxWP9b8tbvdqQFWqkD6mMhbzOaCjWpb0Bz2If29TpElEP+hhqaloM87kv+c7W+gvehbS7BRVxroyRnazgp0BW0UzguKYjQa4EGKQJ2+0K3z6Sxq+Xt9PRjlQe6kDtyUb4qFpXs+fxn70KDKSTSNg96wExjB7r0e/Lc9X6FzWlpE69j+iy7J/UKt+EUbmuBbpEHSJ9ymoVd39qzU0NOhdBobq3p+lr6l8qI9dzYOt5haaf8nC9WgKs7fxcudz0tD+x3jMqrtD40p3nJU5XuiZ6DIwtLLlnzE62PpbnZ9aVlEVyWoj6X5Yt8uuBZUDF6CWoLrRe9tCQRj8v1Whj5AoDdjYQwHYY8D3TaZv5s/IwFTThaPzPA258+X2UWjnwuMXMjHxMLnvW40IDS/vk2B71P0zNW2XU9WJvTp+4S5etj2vRe/oSmAcODc0O/HAf0Qh290ot6xsFWXEhZA7eYArUSt3w3NGYkt8ZvnfM39LGchYOqToYBpHCE92nUEdoX8VGXWCQGHnPf4utTvXSXbYHuZByp4aRAV4DmsbWA8qO8aLVEoQLPQtPd84oUy/MZoxxkRinKLRAlTiHKwda44F5BlPdVZHteZA/kc4nh56ObkGc95umVFn4hUUdJma1wRf0bkr02W4OHLeT8YRYTRx0Y7+Nnz4PxXHfYyA+2MoJev1xDS/+mn9dzo84LX5dlgPLcXUGEszu8/JzqFZCB2oe8a6Akaw7g/E3rm+YSklFmkIoF+rA8K8azvRDzqxFlulofsK/38vpZcOWNF1vO1nBSoCtotUBf9TR2KBex2r7rjnutvlQZqeXtDDgQ7yHP21niTZVyW8bQ6kj4jZfEV9wyb2gN6+tow++xsiiFw5OnNe2XPd71Oupek1XZSMr6YgXWf9tqvLVc3gyYXOxTO5gCTb23LJDNWps909h5xtX6udar5fvATWbtp/VY8MQKwIGQ2piQhxovF7wka0Zw/qb1HctWnivVvfbeLX3dCoMhlxJl2pO3Wfmba5044rMYPWDdDlxkKcsX+XTB49KJkVs7e6PV1dPivvC2X3IT22nsUAs01n6aqzhtM8Yue8Zu/1iH6Jvj1hSOy3D51ZDPJc4rgPIIHRxFSfvlc00v7a/7VHYbeqk8uVtXa7P3ePegdGFrMChatfrS5xFYQYSJ5VcwylANvv7pP2+Znzltn333TN1pWaZu1AsV4LXEl2SN7yZCfI+y6l5SqS3PTr/n+sLApm20yavyTYR4/9B5mrbToI+cLND94UmsHgPldnpRSo2DoEfQkIhQeRcRC3T4OsP8+3KdwfWFBTAZF2sYz4ognL61EmVtlAzoTXXDtEc15HOJ2eBQi2CPDc6X39aeB7XvaeX9rQHjXXe2QDs2rRjjiM1BdNPqsSGqGXJ2fYK7W+ZS/nOLrGHAv3uPbOfrvqwgwpKsQedvXl8oW0JJl7As0FtSOMyDXGyZpuqr7+u+Wy3xSdHjwM3gpEBX4Mk7G4M9VbNoDSJ8lRZolSuVHQhCGjA8C0W9/ZyXXuJNLe+nXKeV13Rps9FatEG+3N7Ix5XhZQ8DlgPWc6C1rsntbYE2rUuiz4kaSvz7PFagF1qsMSI4Rx1V1D25iPP82fqtd33kssdlbCku87uvrIP23P+You6JFUA59Nq+dZkWaKt7LQd0REbXLNC57NySkYdYnV0WaHVf99SHzdO0Hc+BVuh25rJ0iU8ZDuPYxDNEuZ1eePIwx0AtBmb7Qch2yqm7cL/S51GXIJ5zeKmw9B1QHpZWhzefZtrX6bOmW7bmhu0BmwPdzwLtjZIPZdl+Lf0rWaDL797Kt4q2WU4L1Xe8S98TwTgKlBOZpyvgfcjzumqHjV7ZkVxp9ir5d2HF1itT4BzcvEwpHTTVujMZyVkbfUpm2QLN7/fM+7TGLK9jq/WdtJm8++j3Sr+Y+nqlsUMt+0k7WV+wdvw60EmBrsDj0omxdRq7VlcPKvDs9vmFUbJ6a/mMB0C5YtPYxdUxV6wy7fegcOD8uvT5V4GVokp4BYYhvS3QwsQj5C1OU9m0f5zXpH7os/rlnQfzOlH+tnkauwZ5gAaNIu2Mo525AK1bGx9EpiDweTPK1j5U+Wz1Om6Zxg42OGRKHEfhWNeB9tFOY+ewaB8/kdR9pozI6tDuFeiNuO4+aezs+duWxm7bQxXqZdZwjS+C4/z8fCciPy0i3yMiz0XkJ/b7/dejv/8bIvIvHv/7V/f7/b+3ZX88OIyjnDVZoP0poRC0unpa01a1pI3RFobGZZ4EXkU4EVzwIRuT0uIuKfsxahSO1gNOjd6wlUufQW5BY9zvseJWehy9Kjrtl2T9SvuLoOierFE44nlAHMZLKRxHh6uSabOF0oWuQRHM1c8fmJa+xG3kCkMPCseopK9E+2f9jKesdFqgwTFu4Z+j1Jz0+5Np7JxrYBj0NSWCU5DS+jBFr1R3vu5aY5sQmHTDnf77GkpUiBajBaOatKTVraXK1bC1BfqPi8it/X7/AyLyUyLyF8Mfzs/Pf6+I/Msi8kdE5AdE5J85Pz//wsb9oeFx6cTolW/UwjwxW9OkudtP64Ha3NkLY/k+0fMFi0HAck1qvR+7zNpZOrXSaeTiTTr5DtVu6X1l0+i9Sgv0yg2Z/r6EPPWYBfSq6KTuDhboFjqFNSeqbRbWiSe9G9QmaAW1MI44jWp6vj6v2XRtuYKo0dxYa6cFV5q9pB9rxcUjaxigXoaW7+aRV2zKV6/M2+1sRR2dv3l9IlhWk1qqy9AtZj/zwgputizTNZRSYHpSInoyAo2O97bIC7jIUpYvQuHLIvJzIiL7/f5rIvJ90d9+Q0R+bL/fX+z3+4OIXBeRjzfuDw2PSyfGTvq4Ci3ME8ZZHrV62O37rRSlnLp5XsreaexEJEoZFH6/Lsy4mvM6uligwavWW4NJe2AdSY5bxXH3tcdlm/cr9NdhpVAPfWk7Vtn853qboX57nfQe79Y0dmgQ1mxdqtbnsUAbB7lsHPpk4VjXXe9f+efqGlBobgxwC3ToF79OUB53S2DnQnMg54fYijqahjGpD1wzJXpTj0xBLLA0dkx902dZXnnmEt4Hz+U6iz7Ay4NNKRwi8pqIfBj9/+L8/Pzafr9/ud/vX4jIu+fn54OI/AUR+cX9fv93N+4PjfY80Iu1cwt3TK+IbO9e0saT0+rTXXuotQRLoRUJq2gj1cYZPWBoCk18qPEOPR5stb3Lr4Zc4DFzA92EekTJHwhudkBpHGqWOncau8LhqVWJMttssMaI4AYHRuloVWisFJMXQNaXGlrT2GmZejz8YQawou76bmDdyhq8rDR2JUW9x4HNQqnufEzm/WTDtKS1g5yIz8jQj8KRlkXQoqh7dKCtFehHInI/+v9uv9+/DP85Pz+/JSL/lYg8FpE/hVb64MH9+kOdMMog166dudu8eXN6xW9/5n4Tl9rC7ds3RETkzTfvuPr4+uuPRETk7p0bSXm0rrOznewGbkzu37s5fb52a1Xu1q3rIiLy1pt357+d7QbZ7YZiGxdHH9jt29erfZnH5O17cv3amVy7fiYi03e4c2w/4MmLaZe9dbNc79273xQRkddfuz0/d+Pmsrw+8/Y9efDgXrFfGu7fvyUiIvfur99VjBs3ri3tvHWHbqcHXhwF0c2b16a+Xpv6dPtWfUxu3TyO+9v35PZNWywNhfVotXEnrJG37sqDt+/KzWNbb799D563b3zjqYiI3L5zc1Xm7t1pjF6Lxj7G2bWzqI+vyfVrmL+oNPa3bk3fKV4nPXDnzlTvG2/coeVBOKDcvHGt+rzVTo7d2U7OKms/x727k3wJ4xFkZNzW9WtncnF42fzu7h5l2euv62OvYXdjmd83ri9z+fXXb4uIyJ276zkWI8jIN99yyvzXPpj6XmnnZpDFb+Fz7M33PxIRkdvZfpJDHZPrO5Hn+F7y/Kjw3Km0JZLWef3amTx/cWGUGeX6dW6/vz2Px11567Vb5nO7YZCzs51a9xuvTftwGPt7v/NERCYZsJW+c+/e0tfXonaCLBbhxv6NN6Z9Rxv7u/c+OLaDr5Nbzz4REaHG4+694z78Ov7erh2/LzvuItsr0D8vIn9MRH7m/Pz8+0Xkl8Ifjpbnvywif22/3//HTKUPHz7u2skSDoeDjIeDu82XLy9EROQb33gk1876M2aePH0uIiKPHn3k6uOTxxNr5tHjj+fyDx7ch+v65MVLGYaBavuj48L44INnq3JPj3/78MOP5OHNRfF48bI8Bu+9/2zqzycvq31ZxuSx3Lh+Js+fT2e6b773VJ7eOEue/fCDqd6nH31SrPfR8T0+ffJ8fu7i5WLiev+DZ3Ld4SJ6Fr+PQvsfffxiauf9pzJcXNDt9MAHH0yb57Pju3r3w+n/0Ji8mPr88OHjogL98uIg4ziu6ivN2efPp3fz7ntP5OxwmN/pBx88k1vgknz8ePouT558vGrn0fFvT5W/iUhizv3me09gft6zZ9Pa/vBDZZ0c1/2Hj57Jw4fXV2W9eH6cR++990TuXpv6icqDi2N05suXF9Xnw5p7772ncrPwOl68uBARUr58NI3v++9P7+3Jk+ldPY5k5OEwysuL9Txi8ejRtO61eWHhw2N/REQOF5Nce/DgviqLNTx9On2/RxWZYCG8j1o7z47tfPjBs0QWl/Dow7BOnhfrnsfkcTomFxf4Xvvee9Oh9vnzsnzJ5+9htNu5OIzzmKB48ck0l99994lcHGWN+tzLCxHR59yTJ9PYPz6OyYcfTvvOs2fl99iCsE5Epn03tBNkschx7G/UheSDB/fl8SN77B8d//b0Kb5Onn08vdePP67vH3k7tfmXlDnuBx9//EItU1Kqt1agf1ZEfvT8/PyrMtFSfvz8/PwnReTrInImIl8RkZvn5+f/3PH5P7Pf7//PjftEocdNhCJ9AlY0eFwWMVr75+GIl9zEmqsHyRHMBNbkvObLSGO3NUe9dR70gOmGhDixocwWLv2cE+txJ5bck+kz67L6zzWUb+xMn+mFFnnArMEevFELORVCz5DTJzbFd8NamXvqkTUM8Hc/ffpiBXjKWYmbXK4DLyNSywPt2c/S/lgYR5uSkcv5rda31ib6c72+OjXz8m4ihIs0BU5vqkAfgwP/ZPbrX4l+tv0dVwSeDTuGZxIwaBWmrUFDPS62SOsLz6Qbi+cmQLP9rExJAWI3m/5p7LDF7b1UoCdyxYXhZaPc29ImZPdr+gwUg5bAL12ZLa/B1iDC0uUtvffX+Xs6vCXMeO/A4NgWhSb4f9T4hGHokl7UFwNS/hmWNU5+LKoweGIFljlbfm5WEJN+cfNuqYM34Nh5oP1p7JAMQpYCmcv5y7hZNp4/SEBhDVgQId4/T4Yw34F2+jzdRLgB0LymFlpv9qqhNX1Za9DQ4dBggVaCePRbw6Sao5ELWMssVIV8ovDVtGpeU/1nBujibs0N2wNWECFjkUTybdMbXJYebJ5jTB2FdVzLdx1+7bWcFxXozkFGu8LarIG5rpcZb7fH4ZCO9zoLB1ev1T8RIaP+y8oKnnOeaDRp/1hPRaZ5chGjqfisMWHmnfc9lLwPvv0s9Kf83OFQUqCXZ6a6tpfnyR5r/d5hgS4f+B2KLaGcuA604GFew0mBrmAc29worXlVa2h19eyya2/59j15Wu021fyghbyd63JA+1neztKVtaXcltV+Z9/BAzoy/5Ve5R36klqgubzA5efGUeic57m1szTenv7VLNqhHTq/bNHqndbdC/k12AyYy3zQ648PDvm7Xt/p70MfPVb2HJ5xMK9QZr1NG8sUTy5iNo1deq25z11PX73d2QLNyGhLdi3W1tRLtqU4H5J3rx/qestIz30RzJzwXCgW9JeTBXoDtKexW+rZAu3WiDYL+cHhUp8tREZ90zPR8wA3jnHL52OyuETXCAvEQ+Gw3GIMStSBGJfh8qvhMtLYtVCGEMqOBezQZ7R/nFn+9Fh2m73Hu+XA71mDyMHYY2EMZePP1CNUp4UhaEnPFfoRgKesXJdlgNOl/N8NPQS0jElvC/Q4TurrVmnssDzQy7Px77dAfteC/rPDYtxJXqGW/bSdUJY/9J0s0BtgHNsmcStFooaRcJtqQAWe2b7wGxyijKwCfirWIuZaV01YDaK/Q3azsdxf3ilEX3qwYd7QGhDFxQLMy3Ssxx78wtI8qB0Uwpzwxwqs/9aqRNXa9Byotdy+dju40kGP98rjMH2uLmfqIJR9hzHdAt0iaxjM86oiU1u+my9mxGeB9sgDdU1F/WCAHnxKsmvtvfP1hYF9kIt+purra4FGA1LTdnjZ3hIHdlKgKzgc+gQRbsWB9gR6xGi2QB8cG1xoU9kpFh7l8jsk4Ee7rtfCLhsTLME95pK0+I1bX3pwpSzQgcdHcCjndVIbZ4dFMnfRtQR+eazBoR12nZT49x5XJYJF+eTlQY0LnrQDysXDgf+O6/W9Hp+JFsbVq/bPMQ6W4jLPsWq8R5t1siR/tXYYJQHl0FsXZlE3ETpl3m4oxzL03M9ilGSXJTu3zcJhWaD1Paxe3/Sp7+sOo0Uo6/JK8Ir6icLRGcGl8480B7qxf+Po4KAV+I+aIjzscAqHh29b4nEvfMq6cJyej9vRf2bAWqBfLQe6bvmrl61v6vxV3uvxntrE6yiNw6xoWPzGXfrJtqm9kdbgYbPNjD/MYLaaAS8WtlSK44BuBY02WDvN/jnGIeX9rg/ZMH/YK1Nmnnv5OQ/XGjU4WDEjzJB418DUjnYQPv7dwamOy1so8fnzeIdx/v128lzj369+340DzY/VMAxurwS1Hht0oJMCXYDXpRMDFShetHIhe6SxY9teTpa2EMu5gXhUN9B+9p3LFmhUOK5Pvp+2NHb5e/W49GtB+B5K1apfLgt0aXNI27HK8rEC06eutJfb9KJFXjFzEJ/XPgUprlunC/TKwrGuu4bE2qf8Hl3r7TIFO5RvwSfVFB12L+pO4XDupag3BbJAF7wmvYHE61AW48L4edZJ6JfvUIWXaZF5JwW6gB6pwdA0aF60unragwj9FsFySrD0+SovkEqhlY5JKVUW7GpWFBrrZwYlt1jafvtcbcViQZv+H9y4jEu/5L720hZyy542x9D+legUNRoQvzEflRGlTU+KMaZNjzxgNsk8N7dZp4NCl69ZlcIhfpkXY/S4piuHbITWwrYZI2z6eG59vG5YXqppP7m551nHoc0yLcq3nyFGlpqMmDPHXEJaUmSv8vDfewURhucpWo/jvaEUHA0nBbqAHm7xlghPBIzbVEMXCger0BRciGYQIWiBRtzk80KP2rRda5wF2AzGcApCOo3dq1SgsxRo8ztBxgSgyngtbz0i3FtSNIXfe6lOpcDF7hQO0AqqgUolCc/r0e1SL2Vd8aTI0uBRuqzsB7CsIeI91PbhXM1pv6C6G6zbqAV+qcP3HnbDIKPSR68MRdOglbwp+Zh4UgiysKzOebpHFKWUrzWaW6mPPgoH1cwUZ8UVmco5ynxq0CNVVCtFooZZiDjLoxaDUvt903NNnzk3EE65BLjJc5dNiRbAppbqcaNT2ldWgXc10wX5uDIbEvI9/cIxlD/2a/49Y6VI60j7VVYcvUGE4Wm1zcbgYQuoAqSBug00yJ1qnS2UnfCpe7XiZ7yo0XcshOeT/LtgDm4vdWFp2z6Ype20WKDLzx1kPSbs3Atzx/vu81b8VlJcRtNp7LiuULAMPN59q/dNhKH9rYMIp+dPFI7u6GHVQ7mdXni5RQGtG8m0wbFtitmmHp3NbCpI+2thhQo2u31tQ4jrqfdLA5MiaWrn1WnQ+ebZwkvX0GqB9vQroGQdRNPY9dyYW5WoWptNQYTUGqxboP3vLfWEaJbfVhrHcpDxWck1j5VH1jBA1lrcj8tLY8fNvXaPVNqQV4Yy7xPN9rTV+tbaLP3M0dzs8fOPFafYtijqHlFwUqAL8FzTmmNeGBtxoFstj/NG4uyf56rzMlfq2C9JBSt6vS2Vxm7mQNcFG369rn56b+eol5/zXHncG5bigngFwm2Bpe/JXBWd9utYPvTLxZNL64iBprHz3kSIxgr0QIu8clmgq+nOsPlTqttKjSnSgcJB8PxjzBZoRXHB+cOtMgVrxxUrAH8HpSw497xc8J0x9/xp8fD3adW9itNoPCQhQPaqXjJypqQ4+ui73p2XtScOdGd40vjkQNOgeeHlFgX04UD7FOgyVyp9vm6VmT4RLnie5qpkgabTyMWCKPoObgs07Nblgzl7YxVEGN4JNCbTZ+l7tgYRrvmFRB0F3mjt8Oa+SKWU7jFsFJ132HwMGTAeO5SHW0oxadYNWaD93zPvn4hAPH+tj5obfeuUlS1xHb3r1tL4oXuRd3/O5f9SX9oPuD6g37WUuGbmmC050Nk16gHaQROqr3Ao9Y7VbpDqhT9pO+JqB0mVq+GkQBfQwy1+aUGEbmtEqMfXQZ+LdfrsmcaOCmDKbirrm8ZuXXYYtrcWldyDl4nY5cZ4R5DN0zvXlzkePj0WaFvhqvXLy4FGOIW9D00t8oBKYyfYuvLM6zx/tn7JUai/TTC3Kl2avPDIGq5tObZTkSnHTzZ3L1R3aUxAhUnzViKwZI3Xm4vQ7MJfbC/V9HnIZOemFuikfcsCTdSXydkYfnqML42dZwxPHOjO6BGY1UtQW2jPA335Fugyt3MtOJBFxCxQTVjVBFsLp6/tAJbWb7dvW9EvE7G3gFF4EdevN3BubZE8tknUUZoHKIWDP2jah6et8sTOa9NR1pPGDvOscP1YrW9l3rTKvQDvOITnPUq9V3EMwC/+4L8bI69EUgXEbYFm3/3xM19XrYehkjejdmjP98TLSEuaKM3J7/VnakAs0Fsrtu4xFN/NpCcFuoAeFmiE29mC1nRWiOJSbL8lTyuYU3cY6vwkLmAtE1aF68jRPN4lTl+LYovzFa+OBdrD40O+pzfn+Vx34MSOowzCva+iMlvhwWrKEtbmsf6S1btznD6an1kDkxMZntdjQ5afwpXyrXIv7p8IPw4lC/QW+ZnTto/11K6ebsmpC4xrXjfar1IdTB9XQYSOnN7x82XZNX3aweppHVtdlBRDy0oz/d5rgbbnb8tYMbKo5UB7skB3Rg83CpqayIvWPrbmQx2F594uLlbMNW3l7UzL4cpVnrezZEXHLSp6v9E+mX0FrTIerugWiPN2UmMCfM9ZaXTw6OL+jKOPi2f1r2ZsT7PFAAAgAElEQVRd8c6DkkWHyXvOwOKHIqACeQv87hgeD1eeP3temw1821L/8rqhPs6H62H1Ozhl5sYc6JZYgXqKvPT5+Gd07rnfvdHHlrzScXkNtZiFNQfa1xcGg/LuRTJlmrrKe/rsSTnbkdxk72U4u109UYFaji7xKYJ30GP0EtQWGDe5htZgGl+eVvudaMrIrMQW6uToApmwkvIVq4Mgm5rd75ZAECaNXW9rpAdx3k4PrQY7JPF9ivvj4e2X3ZPpM+v2008UryKNXYu86k3ZCX+n39vcn/Qgp63N5jR2bovXkHyKYIpY/PfWNHaHClHHFyuQlrVQihlB96JW+szKAp31g6/PfgaVEZeZxs5Ks5r8TNSHpbEjKpTUo4nA+95Oaew2QE8O9NZZOFrdeZcZRFhSCvWAn/rGwrjfNGFVOiQNQ/2WorIFut6nUtsigEWncAi4TMSuMGb9IAFUvfK09j70HSrcbL8FWo5takp7u3dMQ6jOI68YjjoaMDd2GCttbeY0Dy+8G7aWmWXZK2pt8optDObdi3BKFO4xS/sy/Rz+xlmge61lP08X2J9C3WAdlxJEqKyH+OdBuHdbGj+vMXKQywkijPctBicFuoDWfJtx2e0V6FYLtK9/Hu7twknVFOi1Imjl7YwRamLoAjPfrMLjHob6RmtdADN9tsyf6bNq0SnwuC8Tcd5OJm8zwr11b3BZKkmXVbNwEK5xRVst0OUgwr5j3iIPmJzIiGHBn7YwLa+tTZRqUIO3j5oFGlXqW/mxA7DWpnb4WAGUQ6/KS+Hmnj9vc1p+rs+53+cxFhrqQYShD2nftg0i1H9eLn7quK838MsZWeQ1sky3HZ8U6K4I6+FbgcLh7WOJ24m178nTarep5TNGeJlUCq2VhWoscr0mflS5zlJe0x7zB0lj15KvvBfivJ1UakHCitOa9cWTM7uUH7mW7zr8vme+9B70MrXNOWaDL8vkRKZ4o+x47/LxTtuc6kzb8MLNm1XmBJqDu5Ufi+fg5mUKm8ZOy5uPDkk7Z9noU2OMhYaqjFhZoNPfbwFt7sU/+/Ovr//m/T4TBxpfo17L/ZTtgysjclKgi/h0pbHz9a/FxWrlgc7rQw4hzIk9F3g1lz7i3ilRT3p4MOou0atC4YjS2EW/q5ebPktUmcVly/YplF82p1YaSNqv8hr0zoOi1buDbNLb9MsDZpNc3idSH9eP9fq2rZ2tYtlrDda8EvM7qXCTW7NDbSlTlu9Qr1skp7Bwc6+XPMj75PcU2c+gMmKJH9lmfWttiuiHy54yskZzK/XRQ+HwGFlOFI7O8HKsYqDCygtvaq+A1v6N4+i4njOUNerLvkr4bzFHMHGtKxtUhiziUqBSS6YE9AA2jttaK1DEeTt9XoH+Fsnciu/LLVy3rmxF4dDa7JFiU29TzDZrYDZ9xLPitkCvxjv9/dR+2mcv3H2U9aHqsg7LQRxBgckdjSMxSmOCDkmrR8rMA+28Or4su9K2zTrEnrO9YQcRDqvfYfUd56/yN+/3YfNAtxxoT3mgO2NRTv11tORVReA9hQeUrFz1tqfl3lPIapxqKIiQ2Mjy71zLYLEbsGwBefs9LNBLHurycx5e7xaYONDH90pwCucxKXzPJec526fpMwyhRzEoreN5I7faV5QlBEOlzS3GG6UMaZiVSUABQRR1hkOv1Z1b8xKFoTF957qPXDntUMXwh1sOy6iS65ljsxLlihnh5l6rBTrvoj+rR73fNa58zh/2coYZWEGEgWbSVV65OdDcBSee3OVLOycLdFfUcjciaKVI1DCOfKBHDJR3p7d9rMOZh9O0QO/058susuOzwHvQIp5LVuI4t3G9/bgc3icLuAW6bVPthThvJzM/EF5mK+exjwV63T+N/560v0s/UZQ5hduMd0vMRo3nqbWzTRDhen2LtFk7LQSLoZsDHeffJbjJTYdyOAc3P8cs5TSHZj1m9yJ3zl9jLW+xn63qNvqa18HsZ15oOchFIs+pc057ZKTdR58F2jMnPLLgpEAX4HXpxJgFSof+aDhIK8Vk+vQo+L3zcE51ri1YmIsM70tu/aptSAyFo3caO+bSgyugPx9dYcGyHyySQDmAk9qexm6px0sD8bgnWznQVlqoLdy7rR6puI5yO7jSsWUau3YKR1sfUws0o9hSzWVtT58IzcK9ThwUDnYv6jU/ArbYzwLqHOj0ua1iHLQ2p5+jcRDfvlU6PLWMFWWBdnOtfTrQSYEuoAeRH01N5MXouEo7Rin1TLVtgjYRo2R90vh9SJAGdQta7i6rbEixUmi3n/Y1lBNp82Cgm53nyuMtMOXtzBRoaEwkKaOBuSo66VNugd7s+nm97OyJ4JosrpPDoU2JstAir1w0qkI7zWnKCu5wRKYg8NL8NO8UvNYdqUNjoN+9Jhf1ukPZSt2lMUGv8nbKA4sq400dB3lTKtSC3Pruta4z0Paqqc3135n6dMPY8fvQfeQOud5UhLuBuzJ8LkeX+BTB69KJ0SvfqIXD2Ni/Hi5bt5VCq3OdUg5JEzSfcIEZzaY12wGnYC1gzpu+LGmbSTl1BRTo3S4Ozlx+VwPivm532S71+N20utek1K8lLRS5IRWpTm0HMwtdKF1At5g0du5UalE6xUHSTRW94bMGL80vfH8tEwJkgW7YudHv7rFADwN3c2vL9erujAvGWvbSJnIPl4ZaStx8TJb9bDuZHs8hjUrkpU6VbiLkKRxsGjtxtcNm+wg4KdAF9LFAT5+bcqBfUf/8aX+mz55p7BhhqgmrLdPY9Qn4KT93tdLY5W5I3CuwjUs/lI/G2xlp77mm1kvhqN1EuI0F+lh/NRHZGswa3JLCsTowKXX0yo7UqnTpNxHWZQ07f9O2CUXd0QxGeTs+m5Q7/g2ce+75YdDFvPsZl1FG/7tm1Jnq5vrCIJ5D2kHO4+Ww9soWCgezRv1j6JN5JwW6AO+gx+iVb9SCx0oQo8TtRNqO60BRTgmmUTiWv1lg+LG5UlqLNo+VQgulNHaXccC5KhboWOAt6wcpN30WNyEnvy1XqDzXnpeDCNNn1mXTT7ZN6/KWFiWq1maLR4qh7GBBo1w/8rnklSkIWjM3uNLYOeZvDNQC7YkVEMEMDrpXwGuB5vsnspY17Qd0+xlURsSZoTx9YRBXvVN+72naCsZroWO5LNAOneSUxq4zelige+UbteDhqcWYF24T59HZpuoOV24iDIoEwpck2h/H8fivLKh2g9TTyCncK2/6srSvdetGaP8K6M8Sp/xjKBdQKijiqui07lB+nD/pOkIftM2hwoNtDSJEYwV6oCXtJsNRx+Ia0mdRLDzuYz0KZ7glXV+MxZLqG9tEiUEt0Ie2eAeUa+yNr0FSgmnKObsXNc+PrBkvnx2TXZiMKF0/3xtaUG38s/fwpO/r63aw+obq3pu249dJPHEfJwW6AC/HKkavfKMWWtNZoRxbve1jHY0u1rzOXMjMmx3SFyJl2mFcnDblIMKh6t7R3oWWqooFmm5rlCuSxk6xQHO0GvuZhW/K9ykuP45CcwuHYSi4J9eHJ639Xum2RHw8bgQt8oqJiViube5vgQ51J2kL89SYDZb2GPMh0TknNSUG8jb1iHupPOedY3EchIVSulLaAs2++2x+rOrruJ/ldVtyZ+Ul66B71BD3JeWip31iYHGW3Wv5kizQu93JAt0dPSgcvQS1hVYKx2Ll4stukfZnsqzplol+aeyWMUF4ukiOyBKFo08au23crb0RK5nM/ECUh1bKUHzzpGdMrHkwRn/X208/UZRcw63r3sJySx1f1rMGkTzQtNUqo81p76pk3Wfgd/sHK9/yOyaIsGXo0e8+jj6aEEJ5K1qgwTFxzw/LAp31A69PjvUBsst4n3kdy7zi+sKg902EoWzvNHaj4Ep0kwXaIQtOCnQBPYj8vQS1hdYbyVCrhwbvoihb1taTv3fAUSysFqWs/Hx1s5FQT3yS97vClrYvZ1PthViA+sbEfqb5wCZBsfe7J0spmqwqt7BAbzXeKGVIQyjRa7y9SsRaGVkfmPoFEfota9NnbIFO67Tb7BOYjHi1PM1MVsNK3cr8XQ4+2KD0mh9xn6a/97dAozLiUi3Qivdj+jntE1dn2UvnvkUWfL5JUT9ZoPvCm1MwRsuGhKDV8hhKuizQ7ry8obxSp2KBRniZzK1lMf8RGeNhGOpX06p5TdP2PEAPYK25YXshPmww8yPPza1h3uBovmlat1f5tLidtetj/Rbo1HIeo/U6Z7vNUD9fluGQbmmBzvnNh3E0L2fycL179LEURIhc5d3FAg3INJcSJQgH2vY0sjcRts6Pub7Ga9nLsis8W5YRy90E5ed7QNurRGLDj6dOnbPs1aXQNTG34z3QSn2PtcqdYGDJ3eivo9eVsRZa01mVuJ1I2yI8H69sWVsrnAgvk0uhtbQ1W6AL3wHhR5XymrblbLWVqLz9lnZ6IebAMdccI7xM5qropO6Zb7vU4+X3WRkx4nbW7Xst0NOnvU6o6rA2m2IijpskcZU3YoH25/ld6lnnlvd/zx59XCzQ+e+H6q21lxX3Mo7YWGr11y3Q63fGzr1WSlfezBb7WUCNKz8Maf7sy0hjp3lL459d/PdB1HghzUML1efkxdOHKqfcuwJb7tWFdzBitFAkEGicYRYIx1dve/p0WwSVNjXroJW3MwaXQiuyQM9WzVJ/MQ5yeDYuh/ap1LYIuNldCQu0lsYOP9S05FIt9Sku77dAl92Tl2mB7rHuS222yANPLna9vjZ6RMzFX9EFOhk2WuekZoXF+MNce0kbx0+EZuHLA43Iq3ZaTa/5sdR37EfH/WxVd8XTGQ5Pl57GrtO+ZVEhtrwmPUbvQ1UNJwW6AC/HKkYvQW2hhyWq2QLtXRTaSVWzQHdWrjQLdFGwCRNEuNQTfr4UvuI4XonFHEdNM/OjN8896VNW3nvYsDaHZeM1yjnTGZY2j1YlytNmDVwqybrS0Zqm7FAY714WaH8f08/l95isaTXqxNZOC/5YAcRjp41J+Bs2Jr3mx9Kn/vtZXnepq4MiO7e0idTT2HnqtD1meTtMH3kLNNUMpGNouAp77pXFwunzz2KE29kCjUvGwuJ2Im2H8mx7Ivo70fIZI8oVw7GK+ZfIyTjObWy2ryhRXstj3rZInRs8ytWxQB/m/LvMmKRlNHj5bTnf1ps73ZoHE8d2Qwu0tk42skC35Edm5AGiqDN5pbW6Ew50LlPmVJZc3Tm8fGTLAj3lnN9Gsc3b3+p202GQesyI6hXg5l5vZWmL/Syvu6RLeGWnF1rgoMhCZ/BmYLH29bwdqL5QHj1UNXKtTxSOjvCemmK03PSHQLPYsrC4nUjbIjzHt8Rr0vIZW3k71b4AryI+1SK8twHi9E0bQjxXWrhkc9vAwl7G4dUr0KkFevldvRzyPX0H2l2mLHk5pCULdI1DH3+iqOdL306BbqJwAPIAUdSZi3i0utMsHG3WTgveuWTNCVTWtC713Q6zQPtjBfi60XiPpY4+8yPAK0fzGAsNiC4Rj4mXisAg/pqJNTrqD12nMX/d/HKSm3wQ/5wV4Q/UJwW6gE9DGjsRP4XDf2KfPm3XdLapIO59wfsStw8JNuD9aApNjzR2WHDd9u4+FMOw5O3kLJKAl6HRXR5vTp4xsd2T9avgRXiLTmmdbJfGbvp0pbHrPN5eA8by3pZPi2/baoH204HSzwCvrOHb384C7U5jRx5qes2PgNZr2Vv5/Gn8yPYyXaNtxD9757V+c+rx784+ouu0xWsSyjM4KdAF9CDytwTlIBgbr3UVwXh3atvO91O2rPkEK3PNs2qBrgg2z2YT/r91GrsenpJemMdK4n7VyzFBZd4NruTSR+uxsnDUDmDxJ4rS4WkrC3SPIEKkW8iaXg7FXD80C7QWrCfSbtjwWoOt3OBTCrh6m5dhNPEfDpCbW7Ux4eaeVx7ULNCtMRYaEF0i8d5lfd0CcdXxz155JSJmvNA4lmlutT4yhyqfccQn904KdAE9ToGzoN6MA91+SkU4vnrbXoUmLZ/UqeQzRty9niDCw2GEBBuy2eh5TcNJvt4nu+3jwgb4dVdAf074gB4LdDGo7JA+iyI/MLVYDbVxqCnkXotOSXZosQI90KJYMi71JTakUB9xKI6RzyVNRnYLInTmXx+yz/n3TllDtz9guZq9h4N6jmnNKxD+BrrrW+dHNvdaLdBYTvNCPVH+bC9nmIFGNxSROT6gpwW6JSA1lEcw5S6nm3HLvZMCXcCSu9E/i3sJagtT/t9Xa4H2c9C0Otf5jBl3L/Iu4jFBLNBuTp+T+5rWsdRvwcsN3gIxv50ak5lH2OYG1RBbMRbLDleHiBzzget0itK79+YDL/H/tFiBHujCgYYOTKEMcChm31tWt3bpTC/PoCavEFiywZpjMbzc5KQdQOb7YwUACodoF2bZHherf6E9BnYaO58czWMsNCB1x/xhL2eYgXYL5vT79d/hOnf6Ne7udeKxQLvyV58s0N3RwzW+OYVj5LmVORDend52fwu0Zh1EFhFjPYhPtYiVFE8tlZU7fvZJY1encFwFBTpRVl1jUnLpp8+i0Cg7PquhHURY82B42lzWyfpvPTIxlNpsi4moP7vpRSqZ1Uobn5bvGePglL+Wd8ora1igXGs3hQOouzWws9f8yOvz7meIjC57qmKama8vDGa5JOk4t3hOrfnrlVeeNHYnC/QVQQ/X+M45MCi8brYYVuoZpG2RFgGmu8PzScmkCUI2s1jgIYIKGUPNlduFwhHqL1EbrhCFQ7ukhrFIlikcbRbow2GM3L5cHaEec84WN8Yh+cTbK1igN6JwtKTdrF1pHgPZsJovXwjXIivvyht1n6M1aElT7KsWaCdtJG2nzrX20oSm78DXjcj5pI7W+ZG9Z2/aWojCAdQdj0nLQR+FFeTuPfBPddoysmWdMHOi5UBbS7+Y46RAF9DDNZ5fK9sbXpdFDOTqVattkX4UDsttNSuwSF8gusAi8JAxhqzAslaigsuqNY3dULEWXSULdGrtTX+HlUNc+h0s0O4rijGvSdp++gm3V1DyDuM27t0WeXVgxhtIT9XuUh/neiyZ0m6B9lHorCDCHWS99bnD03bq735U+gfVbayTvH6NvjL9DWunNTVaruiF//WkJM51A97seEyYteTFsj/l/Qhz01GnYYF2p3sE9oW0HZ9cRGg4ajm6pU8RvC6dGL0EtYUeOUERq4eG3hYAS8gwaYIwusDSHirY4v7p7dv93pqveJUs0Kl1n6dwbOPSnz4PMrrrmOopbQ7lcvEn16Zhge7gxtewZBRwWKCJrBlQ0CiwNtW6JZ1Lo0KzQKyGCPw0h/QzAEsBt70Fepyfc9QNZBJR05XOf0Otjcdybs9OXl/f/SwGnsZuOfRtLc8tubSNvPLTgUTKxrMYrZbuUxq7jvBSFGL0EtQWutxKBVxVrQFRPjVYJ3ZLgMUKb4++xAo5KtjC83b7igXa2CRZoBboq5HGblGMmH5RPHdnn8bRX4eIbbVD09h5hse26Gwz3mzUewxuDYYyfQ7Fpbo17xAiUxD4cyXrh2uMP7ymubGoyxQ/hQDjV/tunNX7yPWPNeDUgFig8TR2S1+29iiWDnHxJ1enfnhq5SZvncYuP3SjOCnQBfSwQM/Wr2305y4nVbcFuvWq3UMuwHShjfAymWuew6Q/jPF3sAtaaY+S9pV83C0n+bwehF93BfTnaL77LNAYJ9ZpgT6MTYqBuTlUuKItnghrbWqxAj3gtcSIcBz1Lcc7p76U4hNa04tqGT4QWMrLNN52uUCt6CJTSvK0KVYAyySy9gqEv6EW6Nb5kbbTez+LgSj78XvrcUFaDVtZoDdJY8dwoF0H2qU8VY5v6tODHhbordPYeQV4DISzpsHLURyGSXSugjgM9zrm3sf7EvMvEZc+srg07tWSvqxxfGru1vDdN0x5hKKdA20/M9fXkA5unmMu3qplgS7zYOeUZS5r3nptbjneFj8UAcMvR2lR8bMo8pSIGme4JV1fjMlSyJcrcaCRS5N6yBREnvpiBRAaijImAC8+reNYzm2BXvdpqm8LC3R9zcZj4uUMMyjNQRGvjCyksfOsEwcv3nWgJedewEmBLqCHa/xS0th1sEa0UTh8beYGXeuUjrn38b7oaezqz9cEpGZNEml3xdXdrcfnGtMZ9kBswfTw0rHLcvgD21Te7/YN9ejuyfK7D3/p1eaWlJ0WeTUrNMCzTNCoNytCHJC1VRq7yQPot6xp1j9EEevhdSzdFsgcftd1Y2ns7DHB2mlVeFdBhM51Ncsu4H2WPZ1pGrvLoOQNw/oAMntHXPX1TWPHrlP/gXYpT5Xjm/r0oGWzDdgyiBDh7yJozQPtT7avCzDLAo1YYVn+JSrYROobjhWo1L7ZYdaiK2CAVjNeYGnscAs0+z7jwLgW5dM6yEyXQpTK6cqSt80tg0ZbFEvPzZNlZTF9FsVyGJNjG3Yau1ap7L0JdlZSFOXlMuId4MBkR93Tdyg/o8eM+CzQ3vlhW6Cp6igPaU1OjIU5uwV2w9CVwmHpEu5YAZKb3HqgPVE4OsKbFzLGlkGEXg5YjlpEtt1+KO9sE7xKFdnUl2uesbZDe4gygnKwLct5exaObbiiW2BWXqKcy5QFGuK5+yySaW5qqoq5Hv36+bLb0FKW4DazddLC466hJT8y5wUKZQrKopuTmlugtfiEY/sdONA9LdC1a7B7WqAxzq7vu1Wv8lbHhJt7va/ebj6wNcqueEx65PpGMAz2fttLXonoMUJo/0S4zCzefofyDE4KdAE9Tvu9uHYavBywHM0WaDdPDrNAI7zMYB1m+bZzm4XvgOTG1fKazsFjjQNUt0DLsZ2mZrpAvyadGxMLXreyer24y7pSyIixGQd67fnYMkdsi8eMkQeIou79nnndk1tXlyntFA7nuIY5ka1Z3NvUeCivxL20xQoMMkrdkm7dRMimset/DwFVHZjTfPosGmqiMdEyx2yB3TB05kBbFui2dYIuU29MmFfuXYEt9+qih2ucPUEx6GWJardA+6wU+SuxLdC4csVTOBAL9PJ8qX0re0irnlM74FwtC/RReRFufkBeBrfFaSnfQssquSfLaRDTTwbaOulBLSu1N7XBl/WuQbs+//cchvwQl//db2mP4XVNL3NirURuxU1O28cCk73rRKRMj9FjRri51zuNnT/LT73fkAVaYgrHZVmgh4IF2rmvi2Icq9Dc7PqmT1R/8r43r9w7KdAFtCiIAVsGEfbo31S+zeLUSxmxNmBms4XS2GkW6KJrrb7ZakpUqHL7zW557lUjOZwQF2v0us1L79NSd8thwxsgY0W7Iyitky0s0C0Hfi5oFBjv7FkGwVtgypTQxquyQB97kG/AWyq2aTvbca1zCo1Vf2tgp7ePtgU67Qdc31y+0QIdHZ68WStYDINt+GnK25z93rtOPIeqFkX9ZIHuiB7Cat6QNkgE3Sv/r8XtrLYf3o/n7nlZt2l9HytqWi+LW78OB4wDjVlHtQ1hSD69GIaFD6q3vZ1FksV82DiMvjGBxpjt01J3G29fX8c1od0STKrxSbcNIqyvNQsMR30HyEUmr3SOYSjHOPSyQB8qOcBL/Yv7Ef++vNb1cnT7ldsC22IFjnUYefOtutm5550f1p7caoFujVOJ+cNezjCLYRjsLBwNCu/q3TauE2ZOtFwZzsq9a3RLBM7Pz3ci8tMi8j0i8lxEfmK/3389+vu/KiL/moi8FJE/v9/v/4ct+8MCyd1Yw+VwoNsWWi0iu9q+8+55m4NmWSb69IXNFIEsLjWqfIf3qYTdDswNewU0aJVvjIwJwiMkeO5J3eR4l+oJ7sl4czlUrCtzMGm3dbL0pzda5BXTL8xKeVQ6GvLRWuOd54r2YuKq+sY1/ox/v5Vim7aDWUxblBGrfot6yM49L4XR6p/3OyM8XaTueEzGsX3fQLDTLNBzzIajPuNdaDFCWP/qciJtx++xCuWpcnRLHP64iNza7/c/ICI/JSJ/Mfzh/Pz8syLyr4vID4rIPysi/9H5+fnNjftDwevSieF1DSBgXOQltAYRuq15FoVDdMGKnfCxtkWmvJ2IRQdR4FULtPgtj3k9ZeF8lSzQ0yefB7puEfS7bOM++eqYyhzrWfVr2zR262wBW1qgp8+2NHb1Z5E0ci1KXKBCWOu7F7WuNb/t2jK+HbUibWc7mVJ7t8u4pr9nA7nCU/6sPHm/Gi3ayGGwIifm2zOdVAQWkwVaXxtNMnIls1rpQNjz3uBL1tIdsKkFWkS+LCI/JyKy3++/dn5+/n3R3/4pEfn5/X7/XESen5+ff11EviAi/0+pwh//9/9nOZTuVO6Ij56/FJE2YRUm51//2/9AfuFXH3bpV0CPNHsi0/d7eTHKn/7pn5/q2+2gd/zJi4O7/WEY5B9+86O5TRGRC8MlF6r/mb/2dfnL/8evqfU9fvZiehagk4Tx/Oov/Y78jV/5RtJG6fn/8L/5m3J2pj/40fOX6mYo0mN8RN579HHyrmK8vOgzD3ogcDv/wn/7t+b1g1kkp8+v/Z3fkV/+tffUZ5b6uD6F8fvlX/um/H+//QuuOuJ6/s2f/moy1h9/cgEdwFzKiAyrsWeoMSzCWP3d3/iAlgdPP8blZXjk7/z6++a8fv7JxfRstTa9/t/8xhP5s3/pa0l7AWH8//uv/rr8L3/zNxwtLH1sUTI1xf7iMJrvpBdtbzeIPH9xYbZz0TDHQpE/+19+Te2nyUs//v+vfu3vy//2i79VbefR0xdJe2z/8rF/RszftL7p+b/1q++a7/Pj59NcrqWxe3lxkD/90z8v7z9+Lm/dv0X1w4PJAr3uR/zJ1TcV+jN/KR37px+9kNfv3XD1T0TkP//ZX5Lr1+r23o+el2WxhVDmP/vv/rZcy9r5r//dHzPLba1AvyYiH0b/vzg/P7+23+9fKn97LCKv1yo82w1ytjvr20sD127ZQ/sAAA+dSURBVK+dyXd+2w354h/4rLx+z2ccf+2NO/KHfu/b8u4HH3Xu3YTvePu6/PA7n5MHD+676/jKO5+Xxx+9SH6HvOPr187k7ddvyT/9hd9Ft/8j73xO/q9f/p20PhG585nr8uUvpd/nD3/3IP/rL/zWLOA0vPXamfye73hNfvfn3qguoNffuCPf/fvelofvT2Pyxv2b8gPf853md/ihL35O/t5vPyryNb/9rTvyI+98Pqnj/uu35Qvf9Rn50u//tqbx+aPf93n53wsbyvVrIvfvXJcf/N62edADX/7S5+RXfuN9eXkxyu2b1+R3f/a+/GOfe7Pqvnvjzbvyhe/6jPzDbz4znwnr8Xv/4GflTWVzsb77OI7y/d/9Wfm1334kIiJ3b1+XH/wi/66+8s7n5f0nz1fWkG9/64585Ut2fe/cuCZ/8Bd+S77/C/Ycs/BHv+/z8tf/1nrsv+Pt6/LDhTa9GMdRfviL3yn7v/9+8ntEHrxxb5IHf/AffyC3bpS3lnEc5Qe/8Lvk67/5gfnM9Wtn8uDNO/KH/0mPfPm8/OJ+Ohx/9u078sNfStfml25el+/63N+fD95eaOsewZe/93PyGw+fyhfOv13u3r4uItP8/ZF3Pl/t03e8fV1+6Et8mzF+5J3Py7Ov/rr59yCLf8gxx77yzuflGx98VLQafvbtO/LD2Xv74u0b8l2ff0MeP/0Eauft18/k933udfld3/F6Veavxv5r67F//d6Z/O57N+R7fv+3y707uLL31tujvPP7v01+8xtPzGeuXzuTz37mrrzzh75DHrx1R33mR975vDz5aDIQfdubd+TL38PPexY/8s7n5fbNa0k7b7x5V773n3ggP/RFbo49eHBffvhL+th/21t35CuOOftHvvdz8gu/+q68eIkZTb/9rTvyFYc+9INf/E75f//ee/LygjPODltQCwLOz8//ExH52n6//5nj/39zv99/7vjzvyAiP7bf7//U8f8/KyL/wX6//xuVaseHDx9v1ucTpoVwesf9cHqf2+P0jrfD6d1uj9M73g6nd7s9/lF+xw8e3DdPZ1tzoH9eRP55EZHz8/PvF5Ffiv72f4vID52fn986Pz9/XUT+gIj88sb9OeGEE0444YQTTjjhhCZsTeH4WRH50fPz86/KRGX78fPz858Uka/v9/u/cn5+/p+KyF+XSZH/t///9u492K6yvOP4NwmXULDJcBFUTAEvj6VKKcqEoEbAtipWBtEZJqh4DAaRGnW8VFRQBKRhZMrASGOlDlrwAgoDWutUO6IjMIDlIiLyiPUyUgjUVlqhYiQc/3jXGbfHmJz3nL3WOnvn+/nrZO21Zx5++2XtZ737XWtl5iMt1yNJkiTNSasNdGY+Bpw0bfNdA69fBFzUZg2SJEnSMPkgFUmSJKmCDbQkSZJUwQZakiRJqmADLUmSJFWwgZYkSZIq2EBLkiRJFWygJUmSpAo20JIkSVIFG2hJkiSpgg20JEmSVMEGWpIkSapgAy1JkiRVsIGWJEmSKthAS5IkSRVsoCVJkqQKNtCSJElSBRtoSZIkqYINtCRJklTBBlqSJEmqYAMtSZIkVbCBliRJkirYQEuSJEkVbKAlSZKkCjbQkiRJUgUbaEmSJKmCDbQkSZJUwQZakiRJqmADLUmSJFVYMDk52XcNkiRJ0shwBlqSJEmqYAMtSZIkVbCBliRJkirYQEuSJEkVbKAlSZKkCjbQkiRJUoV520BHxIK+axhXEbEgIhZN/d13PePEPNszOG41PBGxfUQs67uOcRcRCyNi5+ZvjxND0ozflX3XsS1x/BbzqoGOiP0j4u8BMtMbVLcgIk4EPg28LyK2N+e5iYiTIuKCiDgeHLdtaBrn/YCrgGf1Xc84acbt14CX9lzKWIuIk4GrgbeCx4lhiYijgduA9X3XMs4i4g0R8WG/535b7w30tDOZ/YETI+L5zWu91zcOpnKMiLcDfwGcBhwKnNps92yywkCebwL+ErgUWB0Ra5rt5jkETeO8oDlYLwYOAFZGxB49lzbSmpnQHSPiQuAw4MjMXD81bh2/wzGQ58uAFcBxwH0Rsdvg66oXEcsi4irglcBFwCea7dv1WtgYaY4TCyPiXcCLgc8Ar2++9xy/9NxAR8TjBv5+AvACypnkeoDMfKyn0sZGk/HUQN8PuDoz7wbWAcsGGhTNwOCYpZzwXZ2ZNwH/DGxyVn84pnIeyPLpwA1AAHtFxI591TbKBnL9JbAReBCYiIgvAVdFRDh+527acfcg4EfAauDlwHkRsY851xs4/m4PnJeZrwZuAl4IkJmP9lXbOJkav00Pthfw9cy8Fvgs8HBELHL89thAR8SpwOXAWRFxUGbeB3wpM9cCP21mS52FnoOBjD8QEc8DPgJ8oXn5UODb/k8wcwN5nhkRy4FzgEua9Xd/Q5nN+6jrdOdmMzkD7AO8A/g+ZRyfHRGL+6lwNA3kenZE/DHlJPoVwJLMfAnlp/CTI2KXHsscedO/24CbgSXAH2Tmy4B7gbc5fus0uX42Is4AdsvMrzcv7QBc1+xjvzBHA+P3jIg4GPgk8FcRsR74EKV3WG/WPTXQEfEC4NnA64D7gBMi4rmZ+S/NLm8F1kbEzpn5mD8V1JuW8f3AsZSDzv82X5BHAF9p9n1ib4WOiGl5bgBeA+zXnKHfBURmHg8cTFlqoFnYTM6vjYhDgZ8D7wJeAiwFbs/MR3ordMRMy/UeYC3lF5Q3ApcBZOb7KccFjweztJnvtuOAQyiZLgXIzFMoS7/+qKcyR85ArhPAA8DxEfHC5uWFlOOCv1rP0WaOvxPAJuBc4BnA4zNzDbCc8l23TevrDOI5wDcycwPlTOdmyhflQoDMvA24Hvh4829nSesNZnwZcCtwXLNGbClltmlhRFxBmXVy1nTLpud5C7CqeW0RZfnGXsB3gIf7KXEsTD82fBNYA6wEdgbeDPwtsCIi9u2tytGzuVxXAV8GNkbE3s3a8lspyzo0O9Nzvg14MnAtsHtEHNwcJ+4APAGcuem53gIcGxELM/OrwE+aCwpdmzs3m/ueO4nyC8q9wHbNctvv4/jttoEemPK/hTLzQWY+QFnb+DDlTH3KicDnuqxvHGwl4/+nrCU9BHgL8EHgisw8NTM39VDuvLeVPB+KiCOBoygH9cuBL2bm9/qodZRtIed/p6wf/XJmnpCZdwFXAJdm5g/7qHWUbCHXG4GHKDOhx1J+pr0K+Erzuir8npzvpzTQ91AajhsoF3B/gXKc+HEPpY6UGfQMK5rXrwUO8Jqe2dlKzv8F7EoZy/9Iaaw/n5nf6qHUeaXVBjoiToiI10TEns2mBc0Z4zXAHRFxVrP9Lsrs0s+b9y3KzIcy87I26xsHs8h4IfAY8B7g6Mz8VPdVz1+zyPMnmfkPwHuBIzLzn3ooe+RU5Hwn8CTg9uZ9O2TmL5oLWjTNLMfvOuBkYGVmXtJD2SOnIufvAnsAP87MiyjNySGZeXEPZc97leN3F+D/mn9/HjjL5nlmKnPegzIr/SHKdRNHZOYneih73lkwOTnc8db8fLKUMqPxn5T1t7tSZoyub/bZH3g88DHKTPN2lPWNb8/MW4da0BiaQ8bvBk7OzDv7qHu+muOYfWdm3txH3aNmjjm/rVnapWkcv92YY87vyMxb+qh7vjPXbnicGL6hNtARsWNm/jLKfS5Pz8y1zdra44GjKRdUnAMcCPw55d6CfwIcDnywOfvRFpjxcJlnN8y5HebaDXNuh7l2w5zbMZQGOiJ2okztL6Zc/HcdcCFlicAvmrs+XAjcTVn75SxzJTMeLvPshjm3w1y7Yc7tMNdumHO75rwGOiJ2pTwJ6GfABcDfUa7OfBB4U7PbI8BXgU1TH5B3fZg5Mx4u8+yGObfDXLthzu0w126Yc/tm3UBHuRUPlFt47Q5cmJnfodyJ4CDgdOBVEfHMLE8HWgb8dOr93vVh68x4uMyzG+bcDnPthjm3w1y7Yc7dqX5ufETsTfkA9oyIKylXGb+FcpYD8ARgQ2Z+NyIuBdZExFMoTws6bShVjzkzHi7z7IY5t8Ncu2HO7TDXbphz96obaMqTae4FzgZeRXlqzSmZ+WhEPB9YnJk3Nft+DHiUcnukLw6h3m3FBGY8TBOYZxcmMOc2TGCuXZjAnNswgbl2YQJz7tSMLiKMiNcBhwH/AewLnJmZP2jOXt4A3JeZ50XEaso9hh+gnAmdnr95PLe2wIyHyzy7Yc7tMNdumHM7zLUb5tyvra6Bjoh1lOfMnw/8KfBaygcD5V6C/0ZZQwNwTLPfMcAb/YBmxoyHyzy7Yc7tMNdumHM7zLUb5ty/mVxEuAT4aJablX+YcsuT4yLiwMx8hHJGs1NELAFuAlZn5uvTm27XMOPhMs9umHM7zLUb5twOc+2GOfdsi2ugozwf/UrgxmbTsZRHZn4bOD8i1lBuur0b8FBmntFirWPJjIfLPLthzu0w126YczvMtRvmPD/M+EEqEfGHlJ8EjsrMDRHxXspjIPekPE5zQ3tlbhvMeLjMsxvm3A5z7YY5t8Ncu2HO/am5C8eTKB/Skoi4ALiDcoXnr1qpbNtkxsNlnt0w53aYazfMuR3m2g1z7klNA70SOIVyI+5LMvOT7ZS0TTPj4TLPbphzO8y1G+bcDnPthjn3pKaB3gicCpybmRtbqmdbZ8bDZZ7dMOd2mGs3zLkd5toNc+5JTQP98cyc2YJpzZYZD5d5dsOc22Gu3TDndphrN8y5JzO+iFCSJEnSzO4DLUmSJKlhAy1JkiRVsIGWJEmSKthAS5IkSRVq7sIhSZpHImIf4HvAnc2mnYDrKQ9SuH8L77smMw9vv0JJGk/OQEvSaLs3Mw/MzAOBZwAbgM9t5T2HtV6VJI0xZ6AlaUxk5mREvB+4PyIOANYCzwT2BG4HVgHnAETEjZm5PCJeDJwBbA/8EFiTmf/dy3+AJI0IZ6AlaYw0TyO7Gzga2JiZK4CnAkuBIzPzzc1+yyNiD2Ad8KLM/DPgX2kabEnS7+cMtCSNn0ngVuAHEfHXlKUdTwN2mbbfcmAZcE1EACwC/qfDOiVpJNlAS9IYiYgdgAD2A84EzgcuBnYHFkzbfRFwbWYe1bx3Mb/bZEuSpnEJhySNiYhYCHwAuAF4CnB5Zl4MPAgcTmmYATZFxHbAjcCKiHh6s/004Nxuq5ak0eMMtCSNtidGxG3N34soSzdWAXsDn4qIVcBG4Dpg32a/q4FvAc8GVgOXR8Qi4B7g1R3WLkkjacHk5GTfNUiSJEkjwyUckiRJUgUbaEmSJKmCDbQkSZJUwQZakiRJqmADLUmSJFWwgZYkSZIq2EBLkiRJFWygJUmSpAq/BjUiHC/tYSRVAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "btc['position'].plot(ylim = [-0.1,1.1], figsize = (12,8))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "btc['strategy'] = btc['position'].shift(1)*btc['return']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "btc['cum_strategy'] = (btc['strategy']+1).cumprod()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x12c997a1828>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "btc[['cum_strategy','cum_return']].plot(figsize = (8,6), grid = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Mid</th>\n",
       "      <th>Last</th>\n",
       "      <th>Bid</th>\n",
       "      <th>Ask</th>\n",
       "      <th>Volume</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2018-01-01</th>\n",
       "      <td>14210.000000</td>\n",
       "      <td>12166.0</td>\n",
       "      <td>13763.5</td>\n",
       "      <td>13769.000000</td>\n",
       "      <td>13757.0</td>\n",
       "      <td>13770.0</td>\n",
       "      <td>43269.641316</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-02</th>\n",
       "      <td>13893.000000</td>\n",
       "      <td>12777.0</td>\n",
       "      <td>13371.0</td>\n",
       "      <td>13375.000000</td>\n",
       "      <td>13366.0</td>\n",
       "      <td>13376.0</td>\n",
       "      <td>29564.886984</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-03</th>\n",
       "      <td>15500.000000</td>\n",
       "      <td>12795.0</td>\n",
       "      <td>14715.0</td>\n",
       "      <td>14723.095748</td>\n",
       "      <td>14712.0</td>\n",
       "      <td>14718.0</td>\n",
       "      <td>56195.098685</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-04</th>\n",
       "      <td>15428.830919</td>\n",
       "      <td>14500.0</td>\n",
       "      <td>15150.5</td>\n",
       "      <td>15134.000000</td>\n",
       "      <td>15150.0</td>\n",
       "      <td>15151.0</td>\n",
       "      <td>38358.561067</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-05</th>\n",
       "      <td>15422.157853</td>\n",
       "      <td>14060.0</td>\n",
       "      <td>15169.0</td>\n",
       "      <td>15175.000000</td>\n",
       "      <td>15163.0</td>\n",
       "      <td>15175.0</td>\n",
       "      <td>46460.131601</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    High      Low      Mid          Last      Bid      Ask  \\\n",
       "Date                                                                         \n",
       "2018-01-01  14210.000000  12166.0  13763.5  13769.000000  13757.0  13770.0   \n",
       "2018-01-02  13893.000000  12777.0  13371.0  13375.000000  13366.0  13376.0   \n",
       "2018-01-03  15500.000000  12795.0  14715.0  14723.095748  14712.0  14718.0   \n",
       "2018-01-04  15428.830919  14500.0  15150.5  15134.000000  15150.0  15151.0   \n",
       "2018-01-05  15422.157853  14060.0  15169.0  15175.000000  15163.0  15175.0   \n",
       "\n",
       "                  Volume  \n",
       "Date                      \n",
       "2018-01-01  43269.641316  \n",
       "2018-01-02  29564.886984  \n",
       "2018-01-03  56195.098685  \n",
       "2018-01-04  38358.561067  \n",
       "2018-01-05  46460.131601  "
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "btc2= quandl.get('BITFINEX/BTCUSD', start_date = '2018-01-01', end_date = '2018-12-31')\n",
    "btc2.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "btc2['K'], btc2['D'] = ta.STOCH(btc2['High'].values, btc2['Low'].values, btc2['Last'].values,\n",
    "                        fastk_period=5,\n",
    "                        slowk_period=3,\n",
    "                        slowk_matype=0,\n",
    "                        slowd_period=3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "btc2['yesbef_K'] = btc2['K'].shift(2)\n",
    "btc2['yesbef_D'] = btc2['D'].shift(2)\n",
    "btc2['yes_K'] = btc2['K'].shift(1)\n",
    "btc2['yes_D'] = btc2['D'].shift(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "btc2['position'] = np.where((btc2['yesbef_K']<btc2['yesbef_D']) & (btc2['yes_K']>btc2['yes_D']), 1, np.nan)\n",
    "btc2['position'] = np.where((btc2['yesbef_K']>btc2['yesbef_D']) & (btc2['yes_K']<btc2['yes_D']), 0, btc2['position'])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "btc2['position'] = btc2['position'].ffill().fillna(0) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x12c99968b00>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "btc2['position'].plot(ylim = [-0.1,1.1], figsize = (12,8))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "btc2['return'] = btc2['Last']/btc2['Last'].shift(1) - 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "btc2['cum_return'] = (btc2['return']+1).cumprod()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "btc2['strategy'] = btc2['position']*btc2['return']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "btc2['cum_strategy'] = (btc2['strategy']+1).cumprod()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x12c999f4390>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "btc2[['cum_strategy','cum_return']].plot(figsize = (8,6), grid = True)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
